Organizations.

29 talks · 27 speakers

Microsoft builds cloud infrastructure, productivity software, operating systems, and developer tools for businesses and individuals. Microsoft 365 combines applications, cloud storage, security, and Copilot, while Microsoft 365 Copilot helps people turn work data into insights within familiar apps. Azure offers cloud services and databases for modern workloads. Teams supports meetings, chat, and shared work; Visual Studio provides a development environment for professional programmers. Windows and Surface extend the portfolio to personal computing, while Xbox serves gaming audiences.

28 talks · 28 speakers

Google DeepMind develops AI models and applications for consumers, developers, businesses and scientists. Its Gemini models power an assistant app and capabilities across Google Search and Cloud. The Gemini app lets people work with voice, camera feeds and screen sharing, while small businesses can create images, video and audio for marketing. Gemma offers open models small enough to run on local devices, and AlphaFold helps scientists predict molecular structures and interactions.

23 talks · 26 speakers

Anthropic builds Claude, a family of AI models and applications for coding, agents, and professional work. Its products serve individuals, developers, researchers, and enterprises: Claude Code is its coding agent, while Claude Science combines researchers’ tools and packages with access to computing resources and produces auditable artifacts. Developers can use its API to connect agents to external tools, with tool search and programmatic calling designed to handle thousands of tools in complex workflows.

22 talks · 25 speakers

OpenAI develops AI models and applications for consumers, developers, and organizations. ChatGPT supports conversational assistance, while ChatGPT Work carries out tasks across connected apps and files, producing spreadsheets, presentations, documents, and web apps. Users can review progress, steer work, and approve important actions. Codex helps developers build software and review pull requests; OpenAI’s APIs let developers build on its models. Together, these products span direct assistance, software development, and workflows involving multiple tools.

17 talks · 11 speakers

Neo4j builds graph databases, analytics, and AI tools that let developers and enterprises query connected data, investigate relationships, and supply context to AI applications. Neo4j Aura offers managed database, analytics, and agent tools; self-managed Graph Database and Graph Data Science products run within customers’ infrastructure. Native vector search complements knowledge graphs for AI retrieval. Neo4j completed its acquisition of GraphAware on August 5, 2026, adding Hume, an intelligence-analysis platform built on Neo4j for government agencies and other organizations.

16 talks · 15 speakers

Amazon Web Services (AWS) provides cloud computing and AI services for startups and enterprises. Its portfolio spans compute, databases, serverless applications and managed AI models. Amazon Bedrock gives developers access to foundation models from multiple providers with governance and security controls, while Bedrock AgentCore supplies infrastructure to deploy and operate AI agents. AWS Lambda lets developers run serverless workloads without managing the underlying infrastructure.

15 talks · 15 speakers

GitHub provides a software development platform where developers share code and collaborate on projects, including proprietary software, while tracking one another’s changes. GitHub Copilot adds AI coding capabilities with access to models from Microsoft, OpenAI, and Anthropic. The product family also includes a desktop app introduced in 2026 for working with coding agents.

14 talks · 8 speakers

Arize builds observability and evaluation tools that help AI engineers debug and improve agents, chatbots and other AI applications. Phoenix lets developers inspect model calls, retrieval and tool use, score outputs, refine prompts and compare application changes on shared datasets. It runs locally or can be self-hosted. Arize AX provides managed infrastructure, production observability and online evaluations, while its Alyx assistant helps teams run evaluations and investigate failures.

14 talks · 19 speakers

NVIDIA develops accelerated computing hardware and software for AI, scientific computing, graphics and autonomous machines. Its CUDA platform lets developers use GPU parallel processing for scientific simulations and AI model development, while NeMo supports custom generative AI, including speech recognition and synthesis. GeForce RTX serves gamers and creators; Jetson and Isaac help teams develop and deploy robots and edge AI applications across manufacturing, logistics, healthcare and retail.

13 talks · 8 speakers

Braintrust builds an observability and evaluation platform for engineering and product teams developing AI applications and agents. Teams can inspect prompts, responses and tool calls, track latency and cost, compare models, and score outputs with code, language models or human reviewers. Production traces become versioned evaluation datasets for testing changes against real failures. Topics discovers patterns across production traces, while Loop generates prompts, scorers and datasets to help teams improve their agents.

10 talks · 8 speakers

Google builds search, advertising, consumer software and cloud services. Its products include Search, YouTube, Android, Chrome and Pixel devices. Gemini provides an AI assistant for conversation, image generation and app prototyping, while Google Workspace brings Gemini into Gmail, Docs and Sheets. For enterprise customers, Google Cloud supplies computing infrastructure, platform services and applications, alongside Workspace communication and collaboration tools.

9 talks · 5 speakers

WorkOS builds APIs that let software developers add enterprise authentication, user management, permissions and audit logs to applications. AuthKit supplies authentication UI, while Single Sign-On connects applications to SAML and OIDC identity providers. Directory Sync handles employee account provisioning through enterprise directories and HR systems; the hosted Admin Portal lets customers’ IT administrators configure connections themselves. Beyond developer infrastructure, Atlas gives teams a Slack application for answering questions and automating tasks with customizable AI agents, persistent memory and scoped integrations.

7 talks · 6 speakers

Cloudflare provides cloud services for securing websites, delivering content, connecting employees, and running applications. Its global network combines CDN, DDoS protection, web application firewall, and bot management services with Zero Trust controls for workforce access. Developers use Cloudflare Workers, storage services, and built-in AI inference to build applications and agents without managing servers. These services run on the same network, bringing application delivery, security, and development into one platform for startups and enterprises.

7 talks · 5 speakers

Daily builds infrastructure for developers to add realtime audio, video, and AI conversations to applications. Its Video SDKs support web, mobile, desktop, and server applications, with recording, live streaming, and transcription capabilities. Pipecat, its open-source framework, lets engineers build voice and multimodal agents using interchangeable models, data stores, and network transports. Pipecat Cloud provides managed deployment and scaling for these agents, supporting uses such as patient intake, scheduling reminders, and automated interviews; the same agent code can also be self-hosted.

7 talks · 6 speakers

Hugging Face builds tools and infrastructure for researchers, developers and enterprises to share and use machine learning. The Hugging Face Hub hosts models and datasets, while Spaces lets developers publish interactive AI applications. Inference Providers offers model access through a unified API; Inference Endpoints provides managed deployment. Paid team and enterprise services add access controls, security and support. Its 2025 acquisition of Pollen Robotics extended its LeRobot software work into hardware, including Reachy 2 robots for research, education and embodied AI experiments.

6 talks · 3 speakers

Amazon sells consumer goods and provides cloud computing and AI services through Amazon Web Services (AWS). Its Amazon Bedrock service gives businesses access to managed foundation models from multiple providers, with governance and security controls; Bedrock AgentCore supplies infrastructure for deploying and operating agents. For consumers, Alexa for Shopping offers product comparisons, personalized recommendations, price history and automated purchasing features.

6 talks · 5 speakers

Cursor builds AI coding tools that help developers and software teams plan, write, test, and review software. Its desktop environment and CLI support interactive development, while cloud agents work in parallel on their own computers, building and demonstrating features for review. Cursor also works in Slack, reviews GitHub pull requests, and offers scheduled or triggered automations for maintenance tasks. Developers can choose among Cursor’s own models and models from other providers.

6 talks · 3 speakers

Latent.Space publishes technical newsletters, podcasts and essays for AI engineers, covering the technology and business of models, agents, infrastructure and scientific applications. AINews joined Latent Space in 2026, adding daily news roundups alongside its podcasts and essays. Readers can explore technical interviews in audio and video, and discuss research through its Discord community and weekly LLM Paper Club. Its AI for Science podcast extends that coverage to applications in the hard sciences.

6 talks · 5 speakers

MongoDB builds a document database and multicloud data platform for developers creating operational and AI applications. MongoDB Atlas combines operational data, search, real-time analytics and AI retrieval. Its automated embeddings, powered by Voyage AI, embed documents as they are written and update embeddings when documents change, helping applications retrieve current context. The Atlas Embedding and Reranking API also makes these models available to applications running outside MongoDB.

6 talks · 5 speakers

Vercel provides cloud infrastructure and developer tools for building and deploying web applications and AI agents. Developers can host frontends, backend APIs and container workloads, while v0 turns prompts into software. Its Agent Stack connects model access, execution and integrations: AI SDK standardizes streaming, tool calls and structured output across model providers; AI Gateway routes requests through one endpoint with provider failover. Workflow SDK adds durable execution with retries and persisted state, while Vercel Sandbox gives agents isolated microVMs to run and test generated code.

5 talks · 1 speaker

AI Engineer produces technical conferences, workshops and free educational videos for developers, founders and enterprise architects building AI applications. Its event family includes the World’s Fair, Code Summit and regional conferences, complemented by independently organized partner events. Participants can learn about agents, evaluation, retrieval and infrastructure, explore developer tools at expos, and meet other practitioners. Free recordings and a newsletter extend access beyond the events.

5 talks · 5 speakers

Augment Code builds AI tools for software teams working with complex codebases. Its Cosmos platform coordinates agents that turn tickets into pull requests, review code, test changes and investigate incidents, with engineers controlling approval checkpoints. Teams configure workflows in natural language and run agents in managed cloud environments or on their own machines. The Auggie CLI brings agent capabilities into existing engineering workflows, while Context Engine MCP supplies codebase context to other compatible coding agents through local and hosted modes.

5 talks · 6 speakers

ElevenLabs builds AI audio models and tools for businesses, creators, and developers. ElevenCreative lets creators and marketers generate, edit, and localize speech, music, images, and video across more than 70 languages. ElevenAgents lets businesses deploy voice and chat agents with integrations, testing, and monitoring for customer operations. ElevenAPI exposes its audio models to developers building interactive products. The broader toolkit includes voice cloning, dubbing, transcription, and sound effects.

5 talks · 2 speakers

Factory builds Droids, AI agents that help enterprise engineering teams implement, test, review and maintain software. Its Factory 2.0 platform connects incoming requirements and bug reports to development, deployment and monitoring, with engineers governing how much autonomy each workflow receives. Missions coordinate multiple agents on extended tasks, Droid Computers provide persistent execution, and Factory Desktop brings agents to developers’ machines. Factory Router selects models for coding tasks, supporting a platform designed to work across models.

5 talks · 2 speakers

HumanLayer builds an AI coding IDE and collaboration platform for engineering teams working in complex codebases. Teams can organize agent sessions, worktrees, research, and implementation plans around shared tasks, with design comments feeding directly back to agents. Engineers bring existing Claude, Codex, or other supported subscriptions and API keys, and run agents locally or in the cloud for background work.

5 talks · 2 speakers

LlamaIndex builds document processing infrastructure for developers and enterprises automating knowledge work. LlamaParse turns complex documents into machine-readable text and structured data, with extraction, classification, splitting and searchable indexing. Its pipeline combines OCR, computer vision for layouts and LLM reasoning for tables and charts. LlamaCloud connects, parses, extracts and indexes enterprise data, while LlamaAgents lets users build document workflows through code or plain-English descriptions. These tools support document research, report generation and other workflows over proprietary information.

5 talks · 3 speakers

Modal provides cloud infrastructure for developers running AI inference, training, batch processing and agents. Its Modal SDK lets teams define application logic, container images, hardware and storage in Python, then execute workloads with autoscaling and usage-based pricing. Developers can serve language, image and audio models, fine-tune models, or run parallel data jobs. Modal Sandboxes provides isolated environments for executing untrusted code, including coding agents and reinforcement-learning rollouts.

5 talks · 2 speakers

Prime Intellect provides infrastructure for researchers, startups, and enterprises to train, deploy, and improve their own AI models. Its Lab platform supports reinforcement-learning post-training, alongside hosted evaluations, execution sandboxes, and a GPU compute marketplace. Teams can turn tasks into training environments, evaluate agents, and serve customized models through dedicated or serverless inference, including LoRA adapters. Ramp used Lab to train a subagent that finds answers inside spreadsheets.

5 talks · 3 speakers

Qodo builds an AI code review and governance platform for engineering teams. It reviews pull requests and validates changes inside developers’ editors, using context from repositories, past reviews, and business requirements. Specialized agents look for bugs, rule violations, and requirement gaps, while cross-repository review helps identify changes that could break dependent services. Its Rules System turns conventions and review history into enforceable coding standards. Enterprises can use dedicated hosted instances or deploy within their own infrastructure.

5 talks · 4 speakers

Temporal builds an open-source durable execution platform for developers running complex, long-lived applications. Its SDKs let teams write business logic in their preferred supported programming language, covering processes such as payments, order processing, infrastructure deployment, and AI agents. Developers run application code on their own infrastructure and connect it to either a self-hosted Temporal service or Temporal Cloud, the company’s managed commercial offering.

5 talks · 4 speakers

Together AI provides cloud infrastructure for developers and enterprises to train, customize and run open AI models. Together Inference offers serverless access, asynchronous batch processing and dedicated model deployments. Its fine-tuning service lets teams adapt models without managing training infrastructure, while Accelerated Compute supplies GPU clusters for larger workloads. The platform also includes managed storage and code sandboxes for AI applications and agents.

5 talks · 1 speaker

Unsloth builds open-source software for developers to train, fine-tune and run AI models locally. Its product family includes Unsloth Core, the code-based version; Unsloth Studio, a web interface; and Unsloth Desktop, available for Windows, macOS and Linux. Users can customize language, embedding and audio models, generate images and videos, and build training datasets from documents. The training tools support reinforcement learning, LoRA, QLoRA and full fine-tuning, with export formats for deployment.

5 talks · 3 speakers

Windsurf builds AI coding tools for software developers and engineering teams, now within Cognition, which acquired it in 2025. Its editor continues as Devin Desktop, introduced in 2026. The product combines a full IDE with an Agent Command Center for managing local and cloud agents, pull requests, and codebase context. Developers can delegate tasks, review progress, and edit code themselves. Spaces lets related agents share context, while Agent Client Protocol support lets teams run compatible agents alongside Devin.

4 talks · 4 speakers

Amazon AGI Lab developed AI agents that could act through computers and web browsers to complete business workflows. Its Nova Act service lets developers build browser automation with natural-language instructions and Python, covering software testing, form filling, data extraction, and bookings. Developers can prototype in a playground, debug in an IDE, and deploy and manage agents on AWS. The San Francisco team’s July 2026 closure came amid broader Amazon AGI layoffs; Nova Act remains available through AWS.

4 talks · 3 speakers

Anterior builds clinical AI for health plans to automate administrative work, including prior authorization, claims adjudication, and risk adjustment. Its Actions are modular tools for gathering clinical records, checking information, structuring documents, applying medical policies, and generating summaries. Health plans can integrate these tools into their own agents and workflows or use managed deployments with Anterior’s clinicians and engineers. The platform is FHIR-native and API-first, with audit logs and human review built into workflows.

4 talks · 4 speakers

Baseten provides infrastructure for developers and enterprises to train, deploy, and scale AI models in production. Its Dedicated Inference serves custom and fine-tuned models, while Model APIs provide pre-optimized models for testing and production use. Training runs on the same infrastructure stack as inference. Teams can deploy in Baseten’s managed cloud, their own VPCs, or a hybrid configuration, supporting applications such as image generation, transcription, and voice agents. Customers include Cursor, Notion, Abridge, and Harvey.

4 talks · 3 speakers

Cline builds an open-source AI coding agent that helps developers understand repositories, edit multiple files, run terminal commands, and automate engineering workflows. It offers editor integrations, a CLI for interactive work and automated pipelines, and Cline SDK for embedding agents in other products. Developers can choose hosted models or local runtimes, plan changes before execution, and approve individual actions or enable automatic approval. Cline Teams adds organization administration, centralized billing, and usage tracking.

4 talks · 3 speakers

Cognition builds Devin, an AI software engineering agent that lets engineering teams delegate tasks such as bug fixes, migrations and testing. Working in its own development environment, Devin inspects repositories, edits code, runs tests and returns pull requests for review. Cognition acquired Windsurf in 2025 and subsequently unified the products under Devin Desktop, combining a full IDE with an Agent Command Center for local and cloud agents, pull requests and shared context. DeepWiki turns public GitHub repositories into documentation users can ask questions about.

4 talks · 3 speakers

Krea builds AI tools for creating and editing images, video and 3D assets. Its workspace brings together more than 50 models, custom model training and enhancement tools for creative teams in advertising, architecture, fashion and film. Krea Nodes lets users connect generation, enhancement and style transfer into reusable workflows, while enterprise controls manage model access and spending. Krea also acquired Wand and released Krea iPad, combining native brushes with real-time AI.

4 talks · 3 speakers

LangChain builds open-source frameworks and a commercial platform for teams developing AI agents that use data and take actions. Its namesake framework connects models and tools in customizable agent loops; LangGraph provides the runtime for custom workflows. Deep Agents packages context management, files, memory, and subagents for longer tasks. The commercial LangSmith platform lets developers trace behavior, evaluate results, deploy agents, and build them without code. It also works with agents built outside LangChain’s frameworks, giving teams a way to test and improve their systems without adopting the entire stack.

4 talks · 3 speakers

Notion builds a collaborative workspace where people write, plan and organize knowledge using documents and databases. Notion AI provides answers with citations, while Custom Agents automate workflows such as triaging product feedback and resolving support tickets in Slack. Notion Calendar extends the product family into scheduling, and its Developer Platform lets developers and agents extend the workspace. The Notion Mail inbox is scheduled to shut down on September 22, 2026; Gmail email history will remain, and Notion’s Gmail connector and agent email tools will continue operating.

4 talks · 1 speaker

Pydantic builds tools for developers to validate application data, build AI agents and monitor production software. Its open-source Pydantic Validation library checks and serializes data using Python type annotations, while Pydantic AI provides an agent framework and Pydantic Evals supports code-based evaluations. Logfire brings traces, logs and metrics together through OpenTelemetry, helping teams inspect agent behavior and improve applications. Logfire AI Gateway adds model routing and spending controls.

4 talks · 4 speakers

Sentry builds application monitoring software that helps developers diagnose failures and improve code performance. Its platform connects errors, logs, session replays, traces, profiles and metrics, letting teams investigate slow requests and failed interactions with the surrounding application context. Seer, its AI debugging agent and code reviewer, uses production telemetry and code history to explain failures, generate patches and identify potential regressions before changes ship. Integrations with GitHub, Slack, Jira and Linear bring that context into developers’ existing workflows.

4 talks · 3 speakers

Snorkel AI develops expert training data, evaluation systems and runnable environments for frontier AI labs and enterprise teams. Snorkel Flow labels and manages training data programmatically; Snorkel Evaluate helps teams create benchmark datasets, build specialized evaluators and identify error patterns. Its Expert Data-as-a-Service supplies datasets for evaluation and post-training, while Snorkel Data Series packages datasets with difficulty tiers, rubrics and evaluation slices. The company also builds specialized agents for enterprise workflows, using task-specific checks to assess their performance.

4 talks · 3 speakers

Sourcegraph builds code intelligence tools that help developers search, understand and change large codebases across repositories. Code Search supports regular expressions and searches across commits and diffs, while Deep Search explores code in response to natural-language questions and returns sourced answers. Code navigation lets developers follow definitions and references; Batch Changes automates changes across repositories, and Code Insights tracks migrations, version usage and vulnerability remediation.

4 talks · 3 speakers

UC Berkeley is a public research university combining undergraduate, graduate and professional education with research. Its planned Master of Artificial Intelligence and Machine Learning, scheduled to begin in fall 2027, will prepare STEM graduates to create, improve and responsibly deploy AI systems.

4 talks · 2 speakers

Weights & Biases builds tools for AI developers to train and manage models and develop AI applications. W&B Models supports model development and management, while W&B Weave helps teams trace, evaluate and monitor agents and applications. Its platform also offers serverless reinforcement learning for fine-tuning, hosted model inference, and a registry for datasets, models, prompts and code. Teams can choose SaaS, dedicated or customer-managed deployments.

3 talks · 1 speaker

AI Hero teaches developers how to work with coding agents, from clarifying requirements to implementing and reviewing code. Its offerings include a free email course, the self-paced AI Coding Crash Course, and AI Coding for Real Engineers, a two-week cohort combining asynchronous lessons with live office hours. Its mattpocock/skills library supplies reusable agent instructions for planning, specifications, task breakdown, test-first implementation and code review, with support for Claude Code, Cursor, Codex and Copilot.

3 talks · 2 speakers

All Hands AI, now publicly branded OpenHands, builds an open-source platform for running AI coding agents. Individual developers and engineering teams use it to review pull requests, investigate CI failures, update dependencies, and propose code changes while retaining human review and approval. Workflows can run locally, through OpenHands Cloud, or inside an enterprise VPC, using different agents and models. Its Agent Control Plane gives platform and security teams control over agent access, execution environments, spending, and audit records.

3 talks · 1 speaker

Amplify Partners invests in technical founders building infrastructure, developer tools, AI and digital biology companies. It leads financing from a company’s first round through Series A and supports founders through IPO. Its Build Team works with founders on sales, marketing and recruiting, complementing investment capital with practical company-building support. Early investments include Datadog, Fastly, dbt, Temporal and Runway.

3 talks · 4 speakers

Applied Compute helps enterprises train, deploy and improve AI models around their proprietary data and workflows. Its AC2, Applied Compute Agent Cloud, available in private beta, combines open-model training, dedicated inference and learning from production traces. AI teams can bring their own training harness, inspect model rollouts and use feedback from deployed agents in subsequent training. Its research agent Ari analyzes experiments and identifies failure modes. Customers include Cognition, DoorDash and Harvey.

3 talks · 2 speakers

Bright Data provides infrastructure for collecting and using public web data. Its platform combines proxy networks, prebuilt scrapers, structured datasets and APIs for unblocking websites, browser automation, crawling and search. Developers, data teams and AI teams use these services to build data applications and access current web information without maintaining their own scraping infrastructure. Bright Data MCP connects that infrastructure to AI agents, enabling web search, page extraction, structured data collection and remote browser interactions.

3 talks · 3 speakers

Cohere builds AI models and applications for enterprises. Command supports chat, retrieval-augmented generation and agents; Embed and Rerank power semantic search and improve result relevance. Its North platform lets teams ground answers in internal data, draft documents and automate workflows. Developers can access models through hosted APIs or Model Vault, which provides dedicated, single-tenant inference. North also supports on-premises and air-gapped deployment, giving organizations options for working with sensitive data.

3 talks · 2 speakers

Databricks provides a unified platform for enterprises to process data, run analytics and build AI applications. Data engineers use Lakeflow for batch and streaming pipelines, while Lakehouse provides data warehousing and Unity Catalog governs data and AI assets. Business users can ask Genie questions in natural language and receive summaries, tables and visualizations. Developers use Agent Bricks to build agents grounded in company data and Lakebase, its serverless Postgres database, to run transactional applications alongside analytics and AI workloads.

3 talks · 2 speakers

Elastic builds software for searching data, monitoring applications and infrastructure, and investigating cyber threats. Its Elasticsearch platform powers Search & AI, Elastic Observability, and Elastic Security, helping developers and practitioners retrieve information, support AI applications, and maintain operational systems. Customers can use cloud services, including hosted and serverless offerings, or manage the software themselves. Paid subscriptions use resource-based pricing, with some self-managed features available free.

3 talks · 3 speakers

Every is a media and software company that combines AI journalism, productivity tools, and training for companies adopting AI. Its daily newsletter and courses sit alongside Every Studio’s apps: Spiral helps automate repetitive writing, Cora assists with email, Sparkle organizes files, and Monologue provides voice dictation. Proof lets people and AI agents collaborate on documents, while Every Agent turns recurring tasks such as reports and follow-ups into Slack workflows. Its subscription bundles editorial content and apps.

3 talks · 2 speakers

Evil Martians is a design and engineering consultancy for developer tools, AI, infrastructure, and cybersecurity startups. Its designers and engineers embed with client teams to build prototypes, develop products, and address performance and scaling. AI work includes agent orchestration, LLM integrations, and MCP infrastructure. Its own tools include AnyCable for WebSocket infrastructure, imgproxy for image optimization, and AgentPrism for visualizing agent traces during debugging.

3 talks · 2 speakers

Hex builds an AI analytics platform for analysts, data scientists, business users, and executives. Users can ask questions in plain language, investigate data with SQL and Python, and turn analyses into interactive apps, dashboards, and reports. Its shared workspace connects exploration and publishing with business definitions and data permissions. Context Studio lets data teams inspect the context, queries, and steps behind an answer, while evaluations help measure answer quality and catch regressions.

3 talks · 3 speakers

Hypermode built a developer platform for integrating AI models and data into applications. Its hosted infrastructure combined model and function hosting with observability, debugging, and automated deployment from GitHub. Developers could connect application code to models and data sources, while customer-facing logs helped them investigate behavior across separate executions.

3 talks · 3 speakers

IBM provides software, consulting and computing infrastructure that help enterprises integrate AI into business systems and workflows. Its portfolio includes watsonx, Red Hat, IBM Z mainframes, servers and storage. Organizations use these offerings to build AI applications, modernize existing systems and connect operations across hybrid cloud environments. Confluent streams live operational events into watsonx.data, supplying models and agents with continuously updated enterprise data, lineage and policy controls.

3 talks · 4 speakers

Keycard builds identity and access infrastructure for AI agents, helping developers connect agents to services while security teams govern their actions. Keycard for Coding Agents applies runtime policies and scoped credentials across laptops, sandboxes, and CI environments. Keycard for Multi-Agent Apps gives developers Python and TypeScript SDKs for agents that collaborate, call external services, and connect to APIs. Both were introduced in early access in 2026.

3 talks · 3 speakers

Meta operates social platforms including Facebook, Instagram, WhatsApp and Threads, connecting people and selling advertising that helps marketers reach audiences through personalized content. Its Llama model family gives researchers, startups and enterprises a foundation for generative AI applications. Developers can download models, fine-tune them for additional tasks or access them through managed cloud services; Llama 2 on Amazon Bedrock, for example, removes the need to manage underlying infrastructure.

3 talks · 3 speakers

Netflix offers an entertainment service where members can watch TV series, films and live programming, and play games across a variety of genres and languages. Its business also includes original content production and advertising. Original series became part of its offering in 2013, with titles including House of Cards and Orange Is the New Black.

3 talks · 1 speaker

OpenPipe develops tools for customizing language models and training AI agents. Its original managed platform helped application developers capture production prompts and responses, turn them into training data, and deploy task-specific models through OpenAI-compatible endpoints. That workflow supported applications such as data extraction and classification. Its commercial model-training and inference functionality now resides within Weights & Biases.

3 talks · 1 speaker

OpenRouter provides an AI model gateway and marketplace that lets developers and businesses access hundreds of models through one interface. It supports text, image, audio, speech, transcription, embedding, and video workloads, with provider failover and cost and latency optimization. Teams can manage workspaces, spending, guardrails, and zero-data-retention policies while tracking usage across models. Users include NVIDIA, Zoom, and Lovable.

3 talks · 2 speakers

Orb provides billing infrastructure for AI and SaaS companies, supporting usage-based pricing, hybrid subscriptions, and enterprise contracts. Teams can turn product usage into invoices, simulate pricing against historical data, and configure prepaid credits, discounts, and contract amendments. Customers include Vercel, Glean, Replit, and Supabase. Orb remains a standalone product within Adyen, with customers able to retain their preferred payment processor.

3 talks · 1 speaker

Parlance Labs provides consulting and education for teams building AI products with large language models. It works with companies that have moved beyond prototypes but need repeatable ways to diagnose failures and decide what to improve next. Its AI Evals for Engineers & PMs course teaches evaluation methods, while its evals skills give coding agents reusable workflows for auditing evaluation pipelines, reviewing traces, generating test inputs and validating automated evaluators.

3 talks · 5 speakers

Poolside offers Laguna, an open-weight family of agentic coding models, and tools for developers and enterprise teams. Its macOS Desktop Assistant runs multiple coding agents across projects and repositories, with extensions for VS Code and Visual Studio; the smaller Laguna XS model can run on-device. The Poolside Platform deploys agents inside enterprise security boundaries with auditability and governance. Its 2025 acquisition of Fern Labs added Bridge, a multi-agent orchestration layer, and engineers who work directly with customers on deployments.

3 talks · 3 speakers

Raindrop builds monitoring and debugging software for engineers running AI agents. It captures messages, tool calls, retries and errors, then surfaces silent failures such as hallucinations, loops and broken tools. Teams can investigate issues through its triage agent in Slack or the web and use Experiments to test model, prompt or tool changes against production traffic. Workshop, its free, open-source local debugger, lets developers inspect traces, replay calls and give coding agents access through MCP to generate evaluations from actual failures.

3 talks · 3 speakers

Red Hat develops enterprise open-source software for running applications and managing IT infrastructure. Its portfolio spans Red Hat Enterprise Linux, the OpenShift Kubernetes platform, Ansible Automation Platform, and Red Hat AI. These technologies help organizations develop cloud-native applications, automate operations, and manage hybrid cloud environments. OpenShift AI and Red Hat Inference Server extend that infrastructure into AI model development and deployment, while Red Hat AI lets customers retain control over their data, models, and deployment decisions.

3 talks · 3 speakers

Roboflow provides a computer vision platform for developers and enterprises building applications that interpret images, video, and live camera streams. Its tools cover dataset management, image labeling, model training, and deployment. Roboflow Workflows connects models with application logic and downstream systems, while Inference runs models in the cloud or on users’ own hardware. Roboflow Universe supplies community datasets and models. Applications include manufacturing inspection and logistics: BNSF uses its vision technology for yard inventory and train wheel inspections.

3 talks · 3 speakers

Sierra builds AI agents that help businesses handle customer service, sales and retention across voice, chat, email and other digital channels. Its agents execute tasks such as processing insurance claims, returning orders and managing subscriptions. Ghostwriter creates agents from business documents, recordings or plain-language instructions, while Insights provides conversation analysis, testing and visibility into agent actions. Horizon supports longer customer relationships through persistent context, proactive engagement and plans spanning days or months. Sierra offers outcome-based pricing.

3 talks · 3 speakers

Sonar builds tools that help developers find quality and security issues in human-written, AI-generated, and third-party code before production. Its SonarQube family combines static analysis, automated code review, and remediation across editors and CI/CD pipelines. Teams can choose managed SonarQube Cloud or self-managed SonarQube Server, while SonarQube for IDE provides feedback as developers write code. Customizable quality gates enforce standards before merging or release, and AI CodeFix uses language models to suggest repairs.

3 talks · 2 speakers

Sourcegraph builds enterprise code search and code understanding tools; Amp develops an AI coding agent and development environment. Sourcegraph helps developers navigate large codebases, while Deep Search uses agents to search and aggregate context across repositories. It supports cloud and self-hosted environments. Amp’s Orbs run coding agents on remote machines controlled through the web, phone or CLI. Developers can share application previews, collaborate with teammates, schedule work and have agents exchange messages and files.

3 talks · 2 speakers

Supabase provides an open-source development platform built around Postgres, giving developers the backend services needed to build applications. It combines databases, authentication, file storage, Edge Functions, realtime synchronization and automatically generated REST APIs. Developers can store, index and search vector embeddings for AI applications, secure data with row-level permissions, and write custom server-side code without managing servers. Its components work together or individually, and developers can inspect, contribute to and self-host the platform.

3 talks · 1 speaker

The Pragmatic Engineer publishes newsletters and a podcast for software engineers and engineering managers, covering technical practice, AI engineering and the business of tech. Its deepdives examine how engineering teams work, while The Pulse analyzes industry developments and hiring trends. Free subscribers receive partial deepdives and podcast summaries; paid subscriptions add full articles, The Pulse, and resources and templates for engineers and managers. Teams can purchase group or company subscriptions.

3 talks · 3 speakers

Towards AI provides AI education and builds custom AI systems for enterprises. Towards AI Academy offers project-based courses that take developers from data pipelines to deployment, while enterprise programs combine workforce training, architecture advice and hands-on development. Teams can commission documented LLM systems and learn to maintain them internally. Applications include receipt processing, document automation and tender discovery, with services extending to private equity portfolios.

3 talks · 3 speakers

Unblocked builds a context engine that brings together source code, documentation, issues and team conversations so developers and AI agents can understand software and the decisions behind it. Engineers use its web and desktop apps, Slack and Teams integrations, and code review product to ask questions and review changes. Agents access the same engine through MCP, a CLI and an API, bringing organizational knowledge into planning, implementation, bug validation and CI workflows.

3 talks · 1 speaker

Vectara provides an API-first platform for enterprises building AI agents and assistants grounded in their own data. Developers can combine retrieval across text, documents, and images with generation, conversational context, and tool use. The platform brings retrieval, orchestration, and observability together, with audit trails, access controls, and factual-consistency checks to help teams build and govern applications without assembling each part themselves.

3 talks · 4 speakers

Zapier connects business apps, data, and AI tools so teams can automate onboarding, lead routing, and IT helpdesks. Its Zaps combine triggers and actions across more than 9,000 apps, with AI steps for summarizing, classifying, and drafting. Tables stores data for automation, while agents can work across connected apps. Business users can build without code; developers can use Zapier MCP to expose app actions to AI assistants or Zapier SDK to call them programmatically, with Zapier handling authentication, token refresh, and rate limits.

3 talks · 3 speakers

Zed builds an open-source code editor for developers working with teammates and AI agents on macOS, Windows and Linux. Zed combines collaborative editing, debugging, Git operations and edit prediction, with support for running agents in parallel. Developers can connect agents through Agent Client Protocol and delegate changes while reviewing their progress. Its separate application, Delta, entered private beta in 2026, letting teams work with agents and review their output while keeping conversations connected to evolving code.

3 talks · 1 speaker

Zep builds persistent memory for AI agents, turning conversations, business data, and user interactions into context that developers can retrieve for personalized responses. Its Context Lake manages context graphs with access controls, retention policies, and provenance linking facts to their sources. Enterprises and AI startups can use its managed service or deploy inside their own cloud. Beneath the platform, Konig stores separate graphs for users, teams, or projects, keeping active graphs in memory and moving inactive ones to object storage.

2 talks · 2 speakers

Abundant creates reinforcement-learning environments and datasets for AI researchers, labs, startups and enterprises, drawing on simulation and model-training experience. Its work supplies data for training agents to move beyond general knowledge into domain-specific tasks. An earlier agent-teleoperation offering connected agents to human operators through an API, allowing people to take over when agents failed and generate training data from those interventions.

2 talks · 1 speaker

Agentic AI Foundation (AAIF) stewards open standards and software for developers building AI agents that work across platforms. Its projects cover complementary parts of that infrastructure: Model Context Protocol (MCP) connects agents to tools, data and applications; AGENTS.md gives coding agents repository instructions; and goose provides a runtime for planning and executing work. agentgateway manages routing, policy and observability, while Agent2Agent (A2A) lets independent agents discover one another, delegate tasks and exchange results across frameworks and organizations.

2 talks · 1 speaker

Agentuity provides cloud infrastructure for developers and companies building and running AI agents. Its platform combines application deployment, databases and storage, an AI Gateway, isolated sandboxes for executing untrusted code, and observability. Teams can connect agents to React frontends, email, chat platforms and scheduled jobs, inspect prompts and costs through OpenTelemetry traces, and run evaluations on production traffic. These services support operating complete applications beyond individual model calls.

2 talks · 2 speakers

AI21 Labs develops AI systems for enterprises, with Maestro helping teams optimize agents for production. Its tools adjust execution strategies, optimize the combination of models and agent harnesses, and dynamically route calls among models to balance cost and output quality. The company’s work spans agent orchestration and foundation models, although its 2026 restructuring concentrated the business around Maestro.

2 talks · 1 speaker

Alithea Bio develops software and laboratory services for pharmaceutical, biotechnology and academic teams developing cancer immunotherapies and vaccines. Its HLA-Compass subscription platform lets researchers explore peptides presented by tumor and healthy cells, identify therapeutic targets and assess potential off-target risks. NeoZOOM profiles HLA peptides directly from tissue using mass spectrometry, while binding-prediction tools and sample-preparation kits support discovery and validation. These products help developers investigate whether a therapy’s intended target also appears in healthy tissue before clinical testing.

2 talks · 2 speakers

AlixPartners is a global consulting firm that helps businesses restructure, improve operations, and implement technology. Its clients include companies, corporate boards, law firms, investment banks, and private equity firms. Services span turnaround and restructuring, corporate strategy, supply chain operations, cybersecurity, and AI. Its data scientists and industry specialists help clients apply advanced analytics, machine learning, and generative AI, combining implementation with training to build teams’ capabilities.

2 talks · 2 speakers

Arcee AI builds Trinity open-weight foundation models and tools for developers and enterprises to customize language models. Its work has expanded from adapting existing models for specific domains to training its own foundation models. Trinity spans smaller Nano and Mini models through Large and Large-Thinking, with hosted API access and downloadable weights. Developers can inspect, post-train, distill and host the models themselves. The family uses OpenMDW-1.1, permitting modification and commercial deployment without a separate commercial license.

2 talks · 2 speakers

Bespoke Labs builds reinforcement learning environments and infrastructure that help AI labs and enterprises train and evaluate agents for complex, multistep work. Its company-scale simulations incorporate real codebases and microservices, letting agents practice long workflows and enterprises test behavior in environments that mirror their systems. Its infrastructure combines environment creation, sandboxed execution, and automated prompt and policy optimization.

2 talks · 2 speakers

Bismuth developed an AI software developer designed to handle development tasks autonomously. Its foundation, Asimov Agents, was a Python framework for building agent systems around a graph execution engine, model inference and caching. Developers could define task dependencies, let models direct execution, preserve state through snapshots and trace execution with OpenTelemetry.

2 talks · 2 speakers

Bloomberg provides financial data, news and software for investment professionals. The Bloomberg Terminal combines market information, trade execution and messaging, while its enterprise products support investment analysis. PORT Enterprise connects permissioned private-fund data through a Canoe integration for analysis across asset classes. ASKB adds a conversational AI interface to the Terminal, extending how professionals interact with its information and tools.

2 talks · 1 speaker

Browserbase provides cloud browsers and automation tools that let developers and AI agents interact with websites without managing a browser fleet. Teams use the platform to retrieve documents, monitor prices and automate web workflows. Stagehand, its open-source SDK, combines code and natural-language browser control; Director turns plain-English requests into executable automation scripts for nontechnical users. Browserbase Agents provides a managed alternative: users describe a goal and invoke a hosted agent through an API, receiving structured results and execution recordings. Search and Fetch supply web context when a full browser session is unnecessary.

2 talks · 2 speakers

Cartesia builds voice AI models and infrastructure for developers creating real-time conversational applications. Sonic generates speech from text, Ink transcribes streaming speech, and Managed Agents provides a platform for building and shipping enterprise voice agents. Applications include customer support, sales, and recruiting. Developers can access models through APIs, with deployment options spanning cloud, on-premise, and on-device environments.

2 talks · 3 speakers

Catio builds an Architecture IDE that helps CTOs, architects, and developers understand software systems, evaluate trade-offs, and generate implementation specifications. Its platform maintains a digital twin of applications, infrastructure, and dependencies to support modernization and architecture planning. Archie, its reasoning agent, helps teams develop and refine architectural blueprints. An MCP server connects these capabilities to existing coding assistants, letting users query architecture and retrieve specifications inside their editors.

2 talks · 3 speakers

Cerebras builds processors, supercomputers and cloud services for AI training and inference. Its Wafer-Scale Engine technology powers systems that organizations use to build on-premises supercomputers for medical research, energy and agentic AI. Developers and enterprises can also access Cerebras through pay-as-you-go cloud offerings. Its announced CS-4 system combines three WSE-3 Turbo processors in a rack, with initial shipments scheduled for the third quarter of 2026.

2 talks · 2 speakers

Character.ai builds an AI entertainment platform where users create conversational Characters, explore stories and collaborate on fictional worlds. Its creator community builds characters for entertainment, learning and creative expression, while users can discover and converse with characters made by others. Lorebook, introduced in beta in 2026, lets creators attach world history, locations and backstories to Characters so that relevant knowledge can carry across chats.

2 talks · 2 speakers

Chroma builds open-source search infrastructure that helps developers supply AI applications with relevant documents and data. Its database supports vector similarity, lexical, full-text, regex, and metadata search. Developers can run it on their own infrastructure or use Chroma Cloud, its managed serverless service. Chroma Sync automates ingestion, including chunking, embedding, and indexing GitHub repositories and web pages. Customers use Cloud for documentation search, code search, and code review agents.

2 talks · 1 speaker

Comet builds tools for teams developing machine learning models and AI applications. Opik lets developers trace agent activity, evaluate outputs, compare prompts, and monitor production behavior. Its MLOps product family supports experiment tracking, dataset management, model versioning, and production monitoring. OpenClaw is a separate open-source personal assistant that runs on users’ machines, handling email, calendars, and other tasks through chat apps. Comet connects the two through an observability plugin that exports OpenClaw agent traces to Opik.

2 talks · 3 speakers

Contextual AI builds a platform for enterprise AI agents that retrieve information from private company data, cite sources, and execute tasks. Agent Composer lets developers combine search, reranking, tool calls, and generation through visual or YAML workflows. Engineering, support, research, and financial-services teams can use these agents to investigate logs, answer technical questions, and extract structured information. The platform connects to repositories such as SharePoint and Google Drive and is accessible through a UI, APIs, and SDKs.

2 talks · 2 speakers

Convex provides a backend platform for developers building applications, including those coding with AI agents. It combines a reactive database, TypeScript functions, search and file storage, letting teams store application data, execute backend logic and keep interfaces synchronized as data changes. Convex Components package schemas, functions and data into isolated building blocks with explicit APIs. Convex for Enterprise adds dedicated deployments, single sign-on, audit logging and service agreements alongside its serverless offerings.

2 talks · 3 speakers

Dagger builds software for developers and DevOps teams to define continuous integration and delivery pipelines in code. Its portable DAG execution engine separates pipeline logic from the environment, letting teams run workflows locally or scale them through the cloud. Developers can assemble container environments, cache operations, and trace execution end to end. Dagger also integrates LLMs into software delivery workflows, providing controlled environments for coding agents.

2 talks · 2 speakers

Datadog provides monitoring and security software for developers, IT operations teams and business users. Its platform brings applications, infrastructure, data, models and security into one place. Application performance monitoring helps teams investigate application behavior, while Log Management supports troubleshooting and Real User Monitoring tracks user journeys and frontend performance. Bits AI adds agents that investigate and remediate issues, extending the platform from observing systems into operational work.

2 talks · 1 speaker

Decoding AI teaches engineers to design, build and deploy AI software through Decoding AI Magazine, books and practical courses. Its weekly guides cover data collection, system design, deployment, monitoring and evaluation. The LLM Engineer’s Handbook presents an end-to-end framework for LLM and retrieval-augmented generation applications, while the free LLM Twin course lets learners build an AI character that writes in their style. Its Agent Engineering course, made with Towards AI, serves software and data professionals moving into AI engineering.

2 talks · 2 speakers

Deepgram provides speech recognition, speech synthesis, audio intelligence and voice-agent infrastructure for developers, product teams and enterprises. Its Voice Agent API combines speech-to-text, text-to-speech and language-model orchestration, letting teams build conversational applications through one interface. Users can process live or recorded audio, extract summaries and sentiment, and deploy through cloud or self-hosted APIs. Its Flux speech platform handles conversational turn-taking and interruptions. Deepgram also acquired OfOne in 2026, whose restaurant voice technology now anchors Deepgram for Restaurants.

2 talks · 1 speaker

eBay operates an online marketplace where consumers, entrepreneurs and businesses buy and sell goods across more than 190 markets. Its offerings span fashion, collectibles and vehicle parts. Magical Listing helps sellers create listings faster, while AI-powered card scanning helps collectors identify cards and understand pricing. Authenticity Guarantee provides authentication for eligible purchases, and Guaranteed Fit helps shoppers find compatible vehicle parts.

2 talks · 1 speaker

EXO Labs builds exo, open-source software that connects Macs and workstations into a local AI inference cluster. Developers and organizations can pool device memory to run models too large for one machine, load models from Hugging Face, and manage their cluster through a dashboard. Automatic device discovery and model partitioning reduce manual setup, while OpenAI-, Claude- and Ollama-compatible APIs let users connect existing clients to locally hosted models.

2 talks · 1 speaker

FactSet provides financial data, analytics and workflow software for asset managers, wealth managers, bankers and other investment professionals. Its FactSet Workstation, portfolio analytics, trading tools, data feeds and APIs support investment research, portfolio construction and trade execution. Developers can use curated datasets and APIs to build AI workflows, while its platform connects proprietary financial data with third-party sources and clients’ own datasets.

2 talks · 2 speakers

Featherless.ai provides serverless AI inference, letting developers run open models without managing the underlying infrastructure. As of August 2026, its catalog offers 40,000+ models through one API key, supporting uses such as coding, reasoning, multilingual applications and creative writing. Individuals can use an interactive chat subscription, developers can build applications with usage-based inference, and businesses can choose dedicated GPUs with engineering support. The company also offers a managed runtime for open-source agents, starting with OpenClaw.

2 talks · 2 speakers

Fireworks AI provides infrastructure for developers to train, customize, and serve AI models using their own data. Its platform connects training—including custom reinforcement learning loops—with production inference through serverless APIs, dedicated deployments, and reserved capacity. Customers can run existing open models or deploy their trained versions; Cursor uses Fireworks for coding models, while Harvey uses it for legal AI. Fireworks Nexus adds routing between open and closed models for coding workloads.

2 talks · 1 speaker

Freeplay built a platform for developing and improving AI applications and agents, combining prompt management, evaluations, and production observability. Engineers, product managers, and domain experts could experiment with prompts and models, review outputs, and turn production traffic into test datasets. Online and offline evaluations connected testing with monitoring, helping teams assess changes before deployment and examine behavior in production.

2 talks · 2 speakers

Google Labs develops and tests AI products within Google, giving users early access and a way to influence their development. Its tools serve creators, developers and businesses: Flow combines image generation, video creation and editing; Flow Music helps users create original songs; and Pomelli produces marketing content aligned with a business’s brand. Stitch turns natural-language ideas into interface designs, while Jules automates coding tasks such as bug fixes, tests and new features.

2 talks · 1 speaker

Graphite builds a GitHub-integrated platform for software developers to create, review and merge code changes. Its tools combine stacked pull requests, a CLI and VS Code extension with AI reviews, Graphite Chat and a merge queue. Developers can organize work into smaller dependent changes, receive suggested fixes and generate pull-request titles and descriptions. Free personal plans and paid team and enterprise subscriptions serve projects ranging from individual repositories to organizations needing access controls and audit logs.

2 talks · 2 speakers

Hasura builds software that connects applications and AI to organizational data. Hasura GraphQL Engine and Data Delivery Network (DDN) generate GraphQL APIs with fine-grained authorization, helping developers build applications over existing databases and services. Its expansion into PromptQL in 2025 brought natural-language data queries, business logic, and workflow automation into the product family, while retaining maintenance of HGE and DDN. PromptQL gives teams shared threads and a shared wiki for business context, with permissions enforced at the data layer.

2 talks · 2 speakers

Intercom, renamed Fin in 2026, builds AI customer agents for service, sales and ecommerce. Its Intercom helpdesk remains a separate product, giving support teams shared inbox tools, centralized ticketing, multilingual support and proactive messaging for onboarding and customer guidance. Fin’s service agent handles customer queries across chat, email, WhatsApp, SMS, phone and Slack; its sales and ecommerce offerings extend the agent into inbound sales and shopping.

2 talks · 2 speakers

Intuit builds financial software for consumers, businesses and accountants. Its product family includes TurboTax, Credit Karma, QuickBooks, Mailchimp and Intuit Enterprise Suite, spanning tax, accounting and broader financial workflows. QuickBooks combines online accounting with services including payroll, while Credit Karma connects its business to personal loans, auto insurance and credit cards. Intuit develops AI capabilities across these products through GenOS, its proprietary generative AI infrastructure with privacy, security and data governance built into the development foundation.

2 talks · 1 speaker

Kepler builds AI infrastructure for traceable financial analysis. Kepler for Finance lets investment banking and research teams ask questions in natural language, compare companies, examine debt structures, and export analysis to Excel and PowerPoint with figures linked to source filings. Users can customize calculation rules and workflows. Its broader Kepler Platform, intended to support other industries using their own data, remains forthcoming.

2 talks · 1 speaker

LanceDB builds data infrastructure for AI teams to store, search and prepare multimodal datasets for model training and applications. Its platform brings raw data, metadata and embeddings together, supporting dataset curation, feature engineering, and vector, full-text and hybrid search with SQL filters. LanceDB OSS is an Apache 2.0 licensed embedded retrieval library; LanceDB Enterprise provides a commercial multimodal lakehouse deployable in a private cloud or customers’ own cloud environments. Applications include retrieval-augmented generation, recommendation systems and agent memory.

2 talks · 1 speaker

Langbase builds serverless infrastructure for developers creating AI agents and applications. Its agent APIs connect language models with tools, while Memory combines vector storage, file storage and retrieval so applications can answer questions about documents and repositories. Workflows coordinates multiple steps and agents with retries, scheduling and traces. Teams can build internal tools and production agents without managing containers.

2 talks · 2 speakers

Langfuse builds an open-source AI engineering platform for teams developing LLM applications and agents. It combines tracing, prompt management and evaluation so developers can inspect individual model calls and tool executions, test changes through experiments, and monitor production cost, latency and quality. Teams can update prompts without redeploying their applications, run Python or TypeScript checks, and use LLM-as-a-judge evaluations. The platform is available through Langfuse Cloud or self-hosting.

2 talks · 2 speakers

Linear builds product development software for teams to manage customer feedback, track issues, plan projects and review code in one shared workspace. Linear Agent uses issues, discussions and codebase context to investigate tasks and carry out implementation. Through Coding Sessions, teams can delegate an issue, follow the agent’s work and review the resulting pull request with Diffs. Loops extends this approach to recurring workflows triggered by schedules or events.

2 talks · 3 speakers

LinkedIn operates a professional network where people find jobs, build connections, share industry knowledge, and learn skills. Job seekers can signal availability through Open To Work, while employers post vacancies and recruiters use AI tools for hiring. LinkedIn Learning offers courses spanning business, software development, and artificial intelligence. Its Hiring Assistant is an AI agent designed to handle repetitive recruiting tasks.

2 talks · 1 speaker

Liquid AI builds Liquid Foundation Models (LFMs), general-purpose AI models designed for the latency, memory and privacy constraints of running on phones, laptops and other devices. Its LEAP SDK lets developers fine-tune models, prepare them for different runtimes and deploy them on chosen hardware. The company also works with enterprises on specialized applications: a multi-year Shopify licensing agreement announced in 2025 includes a production search model that completes searches in under 20 milliseconds.

2 talks · 2 speakers

Log10 builds Everest, an AI platform for life sciences that helps pharmaceutical, medical-device, and contract research organizations prepare clinical, regulatory, and commercial documents. Teams provide prompts and source data to generate intermediate reports and final drafts with quality checks and validation. Its scope includes clinical study reports, regulatory applications, and the statistical work behind them: Everest generates tables, listings, and figures alongside R and SAS code to reproduce the analysis.

2 talks · 1 speaker

Mastra builds an open-source core framework in TypeScript and an accompanying platform for developers creating AI agents, customer support tools, internal assistants, and workflow automation. It combines typed agents, tools, memory, and workflows with evaluation and tracing. Mastra Studio provides cloud-based or self-hosted evaluation and observability, Mastra Server deploys agents and workflows, and Memory Gateway supplies agent memory across frameworks. Developers can integrate Mastra into React, Next.js, and Node applications or deploy it as a standalone server.

2 talks · 1 speaker

METR (Model Evaluation and Threat Research) is a nonprofit that evaluates frontier AI systems to help developers and policymakers understand autonomous capabilities and catastrophic risks. Its assessments test whether agents can conduct research, develop applications, carry out cyberattacks or resist shutdown. Its Inspect Hawk platform lets evaluation teams run Inspect AI tasks on AWS, managing isolated execution, credentials, logs and results with a web interface. Hawk supplies operational infrastructure around the UK AI Safety Institute’s evaluation framework.

2 talks · 2 speakers

Microsoft Research conducts fundamental research in computing, AI, and science, sharing models, datasets, and software that researchers and developers can build upon. Its Orchard framework lets researchers train and evaluate AI agents across different tasks using shared infrastructure. Aurora, its foundation model for weather and Earth systems, supports weather, climate, and energy applications, including probabilistic ensemble forecasting. These tools sit within a broader research program spanning scientific discovery, human health, and computing.

2 talks · 1 speaker

MiniMax develops AI foundation models for coding and generating text, audio, images, video and music. Its applications include MiniMax Code, MiniMax Design, MiniMax Audio and Talkie, while its Open API Platform gives enterprises and developers access to its models. Its generation capabilities include video with native stereo audio and music composed from a creative concept and optional lyrics, connecting model research to software development and creative work.

2 talks · 3 speakers

Mistral AI builds foundation models, applications, developer tools, and compute infrastructure for enterprises and governments. Its Vibe agent, which replaced Le Chat in 2026, handles research, document drafting, and coding through reviewable pull requests. Developers can build through APIs in Mistral Studio, while Forge lets enterprises build models grounded in proprietary knowledge. Deployment control is central to its offering: customers can run models in their own data centers or cloud environments, or use Mistral’s regional inference endpoints in Europe and the US.

2 talks · 2 speakers

Morgan Stanley provides investment banking, securities trading, wealth management and investment management for individuals, corporations, governments and institutions. It advises on mergers, acquisitions and capital raising, helps clients manage investments, and provides institutional access to financial markets. Morgan Stanley at Work combines financial advice and technology for employers and employees, while Morgan Stanley Electronic Trading offers algorithms, smart order routing and direct market access across cash equities, options and futures.

2 talks · 1 speaker

Novartis develops medicines for cardiovascular, renal and metabolic diseases, immunology, neuroscience and oncology. Its products include Kisqali for early and metastatic breast cancer, Pluvicto for PSMA-positive metastatic prostate cancer, and Itvisma, a gene replacement therapy approved in the EU for eligible spinal muscular atrophy patients aged two and older. Its research combines chemistry and biotherapeutics with investment in cell and gene therapies, radioligand therapies and RNA technologies.

2 talks · 2 speakers

Nubank provides digital financial services for individuals and businesses, with products controlled through a mobile app. Its Brazilian offerings include accounts for payments and transfers, credit cards without annual fees, loans, and Caixinhas, which help customers organize savings around specific goals. Nu Empresas serves business customers, extending the product family beyond personal finances.

2 talks · 1 speaker

Oleve builds consumer software, including the education products Quizard and Unstuck AI, from New York City. Its student tools apply AI to learning: Unstuck lets students upload course materials, record lectures, get notes and transcripts, create flashcards, and test themselves with custom quizzes. Course organization and file chat bring those materials into a single study app.

2 talks · 1 speaker

Ona provides cloud workspaces and background AI agents that help engineering teams delegate software development tasks. Ona Environments supply sandboxed machines with project dependencies, tools, and connectivity, while Ona Agents let developers scope work, delegate tasks in parallel, and review changes through a conversational interface or VS Code. Teams can use Ona’s cloud or deploy in their own infrastructure. Enterprise controls include permissions, scoped access, and audit trails, supporting workflows such as vulnerability remediation, code modernization, and pull request review.

2 talks · 1 speaker

Osmantic designs, deploys and operates private AI infrastructure for organizations that want control over their compute, models, data and workflows. Its Osmantic Deployment System (ODS) is an Apache-2.0 open-source stack for individuals and teams running AI at home, in labs or on workstations. It connects model inference, browser chat, voice, agents, document retrieval, workflow automation and image generation. Local operation is the default, with optional cloud and hybrid modes.

2 talks · 1 speaker

Paperclip builds an app for managing AI agents as a team at work. Paperclip brings projects, organizational roles, goal-linked tasks and budgets into one interface, supporting work across software development, marketing, documentation and customer support triage. Users connect existing agents, assign responsibilities and monitor execution through tickets and tool-call traces. Human operators can approve agent hires, review strategy, reassign tasks and pause agents.

2 talks · 1 speaker

Pi Labs developed tools to help AI application teams define and measure output quality. Its Pi Studio generated evaluation rubrics from product requirements, system prompts, or descriptions of an application. Teams could upload outputs as CSV or JSON, or paste them directly, then apply a rubric to test prompts, compare model versions, and validate applications before deployment.

2 talks · 3 speakers

Pinterest is a visual search and discovery platform where people find ideas, plan projects and shop. Users save visual posts called Pins into boards, assemble collages and explore ideas for their homes, wardrobes and everyday lives. Visual search helps people find styles they cannot easily describe in words, while AI-powered boards tailor inspiration to their tastes. Businesses can create advertising accounts and use marketing tools to reach people exploring potential purchases.

2 talks · 2 speakers

PostHog builds tools for product engineers to understand customer behavior, investigate problems, and improve software. Its platform combines product analytics, session replay, feature flags, experiments, error tracking, and AI observability. A context warehouse brings product data together with external business data so people and agents can query it directly. Its self-driving development approach connects that context to automated problem diagnosis, bug fixes, and pull requests, with access through web, Slack, desktop, CLI, and MCP interfaces.

2 talks · 2 speakers

Prefect builds workflow orchestration software for data, machine learning and AI agents. Its open-source Python framework adds scheduling, retries, caching and recovery to workflows, while Prefect Cloud provides a managed control plane. Teams can use managed compute or execute code inside their own infrastructure. FastMCP helps developers build Model Context Protocol servers connecting agents to tools and data; Prefect Horizon adds hosting, a capability registry, tool-level access controls and agent interfaces.

2 talks · 1 speaker

PromptHub provides a collaborative platform for developing, testing and deploying AI prompts. Individuals and teams can share public prompt libraries or work privately, compare model outputs side by side, run evaluations against test cases and chain prompts without writing code. Git-based versioning organizes changes, while APIs, shareable forms and a Zapier integration connect prompts to applications and workflows.

2 talks · 2 speakers

Quotient developed software for enterprises to monitor, evaluate and improve AI agents in production. Its platform analyzed full agent traces to identify hallucinations, reasoning failures and incorrect tool use. It automatically grouped those findings into structured evaluation datasets and reward signals, giving teams material to monitor and fine-tune agents using failures encountered in real workflows.

2 talks · 2 speakers

Ramp provides a finance operations platform combining corporate cards, expense management, accounts payable, travel, procurement, and accounting automation. Finance teams can set spending limits, route purchases for approval, match invoices to purchase orders and receipts, and sync transactions with accounting systems. Employees can submit receipts through messaging apps and book travel within company policy. Its Router.com product gives developers a single API for multiple AI models, routing requests by cost and required performance while connecting model selection to AI spending controls.

2 talks · 2 speakers

Reflection AI is building open frontier models and a deployment stack for developers, enterprises and public-sector organizations. Its planned stack combines customizable models, software for running agents, and production infrastructure, supporting deployment on customers’ infrastructure or through partners. Reflection launched Asimov in 2025 for code comprehension: it brings together codebases, architecture documents and team discussions so engineers can understand systems and preserve shared knowledge.

2 talks · 2 speakers

Replit provides an AI software creation platform for individuals and teams, including people without programming experience. Replit Agent turns natural-language requests into applications, helping users create databases, connect interfaces to backend services, and deploy their work. Built-in authentication, hosting, monitoring and integrations support prototypes, internal tools and customer-facing applications. Its visual canvas lets users refine designs and apply them to an app, while collaborative workflows let teams coordinate tasks and run multiple agents in parallel.

2 talks · 2 speakers

Rexmore acquires and builds businesses in technology, education and investments. Its operating model combines small teams of owners with proprietary AI systems, tools and shared practices to manage a portfolio of companies. The aim is to expand operations without corresponding increases in headcount, using technology and systematic knowledge to support the people running those businesses.

2 talks · 1 speaker

Root Signals, now operating as Scorable, builds evaluation and monitoring software for teams developing AI applications, chatbots and agents. Its calibrated AI judges score responses for quality and policy adherence, helping teams identify failures in production and test behavioral changes when models or prompts are updated. Developers can create custom evaluators from their own policies and examples, then integrate scoring into applications and release pipelines.

2 talks · 1 speaker

RunPod provides cloud GPU infrastructure for developers to build, train, fine-tune, and deploy AI models. Its three core products cover different workloads: Pods provide persistent compute for development, Serverless supplies autoscaling inference endpoints that scale to zero when idle, and Clusters support distributed training and large-batch inference. Independent researchers and teams building frontier models use the platform, bringing their own containers, frameworks, and code.

2 talks · 2 speakers

Safe Intelligence develops software and services that help ML developers and validation teams find model fragilities and improve robustness in high-stakes applications. Its platform and command-line tools support formal verification and robust learning for neural networks and decision trees working with vision and tabular data. Spec27, introduced in early access in 2026, extends its offering to specification-driven validation of AI applications and agents. Teams define expected behaviour, generate robustness and security tests, and monitor systems through user-facing access points without privileged model or code access.

2 talks · 5 speakers

SambaNova Systems builds AI inference chips, systems, and cloud services for enterprises, AI labs, and service providers. Its SambaRack systems run models in customer data centers, while OpenAI-compatible APIs let developers connect applications to inference. SambaOrchestrator manages model deployments, monitoring, and automatic scaling across data centers. Together, these products support running large models and switching among models for agent workflows.

2 talks · 1 speaker

SemiAnalysis provides research, industry models and consulting on semiconductors and AI infrastructure for AI companies, chipmakers, cloud providers and investors. Its AI Cloud TCO Model examines the economics of buying accelerators and selling GPU compute, while its accelerator and datacenter models track chip production and forecast IT power capacity. Networking and wafer fabrication models extend that coverage to interconnects and semiconductor equipment, connecting technical requirements with infrastructure economics.

2 talks · 1 speaker

Sizzy makes a browser for web developers and designers to test responsive websites across multiple screen sizes in one window. Its synchronized device previews share scrolling, clicks and form inputs, letting users check layouts and interactions without repeating each action. Universal DevTools provides a shared debugging panel, while Session Manager supports different accounts on different devices for testing permissions and user roles. Project workspaces save configurations, and Photo Studio creates device mockups for presentations and documentation.

2 talks · 3 speakers

Snyk helps developers and security teams find and fix vulnerabilities within development workflows. Snyk Code analyzes application source code, while Open Source checks dependencies for vulnerabilities and licensing risks. Container and Infrastructure as Code cover images and cloud configurations; API & Web tests running applications. Snyk Studio embeds security controls in AI coding assistants. Evo Continuous Offensive Security adds continuous AI-powered penetration testing and agent red teaming, while Snyk Secrets detects exposed credentials and provides prevention gates across coding and delivery tools.

2 talks · 1 speaker

Stanford University provides undergraduate and graduate education and conducts research across seven schools, including engineering, medicine, business, and the humanities. Its offerings extend to online courses for the public and executive and policy education through the Stanford Institute for Human-Centered AI (HAI). HAI funds research, trains early-career scholars, and produces the annual AI Index, connecting technical work with questions about AI’s economic and societal effects.

2 talks · 2 speakers

Stripe builds financial infrastructure that businesses use to accept payments online and in person, manage billing, and embed payments in their platforms. Its Revenue suite includes Stripe Billing, Invoicing and Tax, supporting subscriptions and usage-based business models. Developers can integrate through APIs and SDKs, while businesses can also use dashboard tools without writing code. Its Agentic Commerce Suite lets merchants sell across multiple AI interfaces and protocols through a single integration.

2 talks · 2 speakers

The Browser Company builds browsers that organize online work and bring AI into everyday tasks. Its focus is Dia, which helps knowledge workers answer questions across tabs and connected tools such as Slack, Notion and Google Workspace. Users can synthesize scattered information into reports, generate presentation slides and prepare for meetings with relevant documents. Dia for Work adds single sign-on and administration tools. Its earlier products include Arc, a Chromium-based browser with separate browsing Spaces, and Arc Search, a mobile browser that gathers information from websites into generated answer pages.

2 talks · 2 speakers

Thomson Reuters provides professional information, software, and AI for legal, tax, accounting, compliance, government, and media work. CoCounsel Legal connects research, drafting, document analysis, and verification for law firms and corporate legal departments, drawing on Westlaw and Practical Law content. Its tools help lawyers produce first-draft briefs and review agreements within Microsoft Word. ONESOURCE supports tax workflows for multinational corporations and large accounting firms, while Reuters supplies journalism and news.

2 talks · 1 speaker

tldraw builds an infinite-canvas SDK that lets developers add whiteboards, custom elements, interactions, and multiplayer collaboration to web applications. It powers the company’s free web whiteboard, ClickUp’s Whiteboards, Padlet’s Sandboxes, and Jam’s screenshot annotations. Its tldraw offline desktop application lets people diagram, annotate, and wireframe using local files; coding agents can edit those files and add persistent scripts that change canvas behavior. Introduced in 2026, the desktop app also supports LAN multiplayer, with a participant’s computer hosting the collaboration server.

2 talks · 1 speaker

Traceloop builds observability and evaluation tools for teams developing LLM applications and AI agents. Its platform traces production calls, captures prompts, responses and latency, and checks output quality for faithfulness and relevance. Developers can train custom evaluators on their own examples, compare models and prompts, and run evaluations during development or on live traffic. Deployment options include cloud, on-premises and air-gapped environments.

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Trelis Research builds voice AI systems for developers and enterprises working with overlapping speakers, specialist terminology and noisy recordings. Tiron transcribes multi-speaker meetings and attributes speech to speakers, with access through the Trelis API or locally deployed open weights. Tara handles Hindi transcription and Hindi-English code-switching, writing English in Latin script and Hindi in Devanagari. Its open weights work with whisper-large-v3 tooling.

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Twilio provides cloud communications infrastructure that developers and businesses use to build customer interactions into applications. Its APIs let software make and receive phone calls and exchange text messages. Twilio SendGrid supports transactional and marketing email, while Twilio Email brings SendGrid technology into cross-channel workflows. Its conversational AI capabilities include Conversation Memory, which maintains customer history and conversation state, and Conversation Orchestrator, which manages routing, escalation, and handoffs between people and AI agents.

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Uber operates platforms that connect people with independent ride and delivery providers. Its app lets passengers request rides, while Uber Eats enables customers to order meals, groceries, and other goods from merchants. Uber Freight matches shippers with carriers, and Uber for Business helps organizations manage employee travel and customer rides through automated billing, expenses, and reporting.

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Upside builds a revenue intelligence platform for B2B sales and marketing teams to understand how deals happen and where to invest. It combines CRM records, email, calendars, call transcripts and web activity into account timelines, resolving duplicate identities and recovering interactions buried in unstructured text. Its Pipedash attribution engine assigns credit to activities that influenced a deal, with reasoning users can inspect. Teams can also query the underlying data to build their own analyses.

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Warp builds tools for developers and engineering teams to write software with AI agents and automate development workflows. Warp Terminal combines shell commands with agent conversations and code review, while Warp Agent CLI brings its coding agent to any terminal. Warp Factories, introduced in closed beta in 2026, lets organizations define cloud agent workflows as code, from issue triage through implementation and verification. Teams can choose models and agent harnesses, retain human checkpoints, and use evaluations and benchmarks to measure cost and quality.

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Wisedocs develops AI software for complex casualty claims, helping insurers, government agencies, defense counsel, and medical experts organize, analyze, and summarize medical, legal, and billing records. Its platform combines domain-specific models with expert human oversight to turn document collections into structured information for claims decisions. The Billing & Financial Analyzer identifies cost drivers, billing anomalies, and billed, paid, and outstanding amounts. The Deposition Analyzer connects testimony to medical and factual records, flagging contradictions for legal and claims teams.

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Wordware builds Sauna, an AI workspace for individuals and teams that combines persistent context with background task execution. It uses emails, documents and other connected information to draft messages, prepare briefings and file tickets while users are offline. Available through web, iOS, Slack and other messaging channels, Sauna supports shared team memory and connections to more than 3,000 tools and apps, plus custom MCP connectors.

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Writer builds an enterprise AI platform for creating, running, and supervising agents grounded in company data. WRITER Agent helps marketing, sales, and other business teams plan and execute work across company systems, while Playbooks package repeatable workflows. Developers can build applications through APIs and SDKs; nontechnical teams have no-code tools. The platform combines its Palmyra language models with company-data retrieval and administrative controls, and supports third-party models within WRITER Agent.

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Y Combinator funds technology startups and helps founders develop products, find users and raise capital. Its three-month accelerator runs four times a year, combining partner office hours with launch support and investor introductions through Demo Day. Bookface connects founders for advice and introductions, while Work at a Startup helps companies recruit. For AI startups, its partnership with Together AI provides a dedicated GPU cluster for training and inference, with short-term compute access and self-service provisioning and billing.

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Yutori builds AI models and agents that operate browsers and computers to complete digital tasks. Its products include Delegate, a personal agent for handing off work, and Scouts, always-on agents that monitor news, prices, reservations, tickets and leads. Developers can build on its technology through APIs. The Navigator model family powers computer use; Navigator n2 extends beyond browser tasks to operate Linux, macOS and Windows desktops, combining visual interaction, command-line operations and code.

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.txt builds software that constrains language-model outputs to schemas and grammars, helping developers integrate generated text into applications. Its Outlines library provides structured generation, while its commercial products serve application teams and inference providers. These include a hosted API, replacements for self-hosted vLLM, SGLang and TensorRT-LLM servers, and three integration libraries: dotjson for JSON Schema, dotgrammar for context-free grammars and dotlambda for function calling.

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11X builds AI agents for sales, revenue operations, and marketing teams. Alice, its AI sales development representative, engages prospects across channels and books qualified meetings. Julian, its AI phone agent, conducts sales conversations, responds to objections, and qualifies inbound leads. The platform combines prospect research, personalized messages, and coordinated outreach across email, phone, social networks, and SMS, automating work involved in finding and engaging potential buyers.

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14.ai built AI customer-support software and a managed support service; its public company profile now presents GloGlo, a consumer health brand for people with diabetes and the glucose-conscious. Its products include glucose energy gummies and an AI glucose companion. The Android app lets users connect health data, ask questions by voice or chat, and explore how meals, movement, sleep, and routines relate to glucose patterns. It provides educational guidance, not medical advice or insulin-dosing recommendations.

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8th Light builds custom software and AI agents for organizations, combining product strategy, design and platform engineering. Its services help clients validate product ideas, modernize infrastructure and put automated workflows into production. Agentic AI Studio focuses on deploying workflows in clients’ own environments with governance, observability and evaluation. Its platform work supplies modular, API-first infrastructure for agents, while projects span applications such as recruiting, marketplace pricing and operational workflows.

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Ably provides realtime infrastructure for engineering teams building chat, collaborative applications, live dashboards and AI experiences. Pub/Sub supplies messaging APIs, while Chat adds APIs for chat features and Spaces supports collaborative environments. LiveSync publishes database changes to frontends, and LiveObjects synchronizes shared application state across users and devices. AI Transport extends this infrastructure to durable sessions for agents, allowing conversations to survive reconnection, span devices and pause for human input before resuming.

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Abridge builds a clinician intelligence platform that turns patient conversations into clinical notes, patient summaries, billing codes and orders for clinician review. It helps health systems reduce administrative work through visit preparation, documentation and clinical decision support integrated into electronic health records. Its chart-connected agent brings medical evidence into the care workflow. In 2026, Abridge made the agent available for partners to extend to every clinician, including those who do not use its ambient documentation tools, through EHR, mobile and web experiences.

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Accenture helps enterprises modernize technology, deploy AI and redesign business operations. Its Reinvention Services span cloud and application modernization, cybersecurity, finance, engineering and workforce change; Song covers customer experience, marketing and digital products. Its AI Refinery platform lets organizations build and run multi-agent workflows, customize language models and connect agents to enterprise tools. Teams can configure agents for retrieval, analytics and research through its SDK, or use Studio to assemble agent teams and monitor performance without writing code.

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Adaption builds tools that help enterprises, startups and research teams shape training data and create custom AI models. Adaptive Data enhances and localizes datasets for particular languages and contexts. AutoScientist jointly optimizes data and training recipes, cycling through training and evaluation toward a user-defined goal. Developers can operate it through a dashboard or API and SDK, then download the resulting model weights to deploy anywhere. This supports organizations whose language or domain requirements are poorly served by general-purpose models.

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Adaptive ML develops infrastructure for enterprises to specialize language models through reinforcement learning. Its Adaptive Engine platform combines synthetic training data, model tuning, bespoke AI judges, A/B testing and production feedback. Enterprises can deploy it on premises or in secure cloud environments for applications including enterprise search, natural-language database queries and customer support. AT&T uses the platform for specialized telecom workflows.

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Adept developed AI technology for automating business functions. The San Francisco startup’s technology also became the subject of a licensing arrangement with Amazon, giving the larger company access to some of Adept’s work.

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Adobe builds software for creating digital content, working with documents and delivering customer experiences. Creative Cloud provides photography, design, illustration and video applications for creative professionals; Document Cloud lets users summarize, edit, share and sign PDFs. Adobe Express supports social posts, videos and flyers, while Experience Cloud serves businesses designing and delivering customer experiences. Its customers range from students and individual creators to global enterprises. Adobe integrates AI into existing workflows, including its Firefly generative models.

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Aech AI builds Agent Aech, a platform for business agents that handle recurring work through email and Microsoft Teams. Small teams can automate customer follow-up, quote preparation and handoffs, while employees review output and approve sensitive actions in familiar tools. Agents can use explicitly permitted OneDrive and SharePoint files. Managed service providers can host the platform and build customer-specific agents; enterprise customers can use Velocity Pods for agent delivery and training their internal owners.

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Agenta builds an open-source agent workspace for teams to create AI agents through chat, share them, and automate recurring work. Agenta 2.0, introduced in 2026, extends its earlier prompt management, evaluation, and observability platform. Users can connect applications, maintain documents and research in persistent workspaces, and run agents on schedules or application events. Available through Agenta Cloud or self-hosting, it serves work across engineering, customer support, sales, and operations. Tracing, configuration versioning, and human approval controls help teams inspect failures, refine behavior, and decide which actions require oversight.

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Agnostiq develops Covalent, an open-source distributed computing platform that helps AI teams run workloads across cloud, on-premises, and hybrid infrastructure. Developers define dependencies and compute requirements in Python; Covalent provisions environments, allocates resources, and coordinates workflows involving multiple models or agents. DataRobot acquired Agnostiq and Covalent in 2025, bringing its compute orchestration into DataRobot’s AI application development platform.

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AI Snake Oil publishes research and commentary that help readers distinguish AI capabilities from hype. Its AI Snake Oil book provides foundational knowledge for evaluating AI claims, while its newsletter covers new developments for researchers, policymakers, journalists and AI enthusiasts. Renamed AI as Normal Technology in 2025, the newsletter shifted toward AI’s medium-term societal impacts; AI Snake Oil remains the book’s title.

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AIUS Technologies builds AIUS, an autonomous data science agent for enterprise teams. Users supply datasets and a project brief; the system profiles and cleans data, generates and runs code, builds models, and packages findings. Its CLI works from a local project directory, while a dashboard manages projects, API keys, billing and deliverables. Outputs include reproducible Jupyter notebooks, processed datasets, visualizations, reports and model cards. Human review gates let users approve the brief, data findings and goals before further work proceeds.

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Alibaba Group builds AI models, cloud infrastructure and commerce platforms for consumers and businesses. Its Qwen family of language and multimodal models powers enterprise services and consumer applications. Developers can use downloadable Qwen models locally or integrate hosted models through Alibaba Cloud Model Studio, which offers APIs, SDKs, model comparison and monitoring tools. The consumer Qwen App connects with Alibaba services, including Taobao’s product catalog, while its Wukong enterprise platform brings AI agents into business workflows.

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The Allen Institute for AI (Ai2) develops open AI models and research tools that researchers and developers can inspect, adapt and deploy. Its products include Olmo language models, Molmo multimodal models, OlmoEarth for Earth observation and AstaBench for evaluating scientific research agents. Its robotics models integrate with LeRobot, allowing users to fine-tune, evaluate and deploy them on physical hardware. In August 2026, Ai2 reported more than 50 million downloads of its models and datasets on Hugging Face since spring 2024.

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AlleyCorp builds new companies and invests in early-stage startups in New York and internationally. Its venture studio gives entrepreneurs support from company formation onward: it originates ideas, recruits teams, supplies initial funding and launches businesses while retaining an ongoing leadership role. Its investment business primarily backs pre-seed and seed rounds, with selected Series A investments, across diversified technology, healthcare, robotics and economic infrastructure.

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Allos AI develops a causal AI platform for pharmaceutical companies reformulating complex small-molecule medicines. It models how formulation, dosing, delivery and patient biology interact, helping drug developers and generic manufacturers explore improvements to existing medicines. The Allos platform supports formulation development, manufacturing scale-up, technology transfer and clinical studies. Teams can simulate interventions before running experiments and use real-world health data to inform patient stratification and study design.

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Alma builds an AI nutrition coach and food tracker for iOS. Users log meals by voice, photo, text or barcode, and the app estimates calories, macros and 25+ nutrients. Its Alma Score summarizes daily diet quality, while coaching adapts to goals such as weight loss, muscle gain, plant-based eating and athletic performance. Food history informs habit guidance and weekly check-ins. Alma is wellness software, not a medical service.

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Alpic provides tools and cloud infrastructure for companies to bring their services into AI conversations through Model Context Protocol (MCP) servers and apps. Developers use Skybridge, its open-source TypeScript and React framework, to build interactive interfaces for ChatGPT, Claude and other compatible clients. Alpic Cloud handles deployment, testing and usage monitoring, while Beacon audits tools, widgets and app behavior. Companies can also commission Alpic’s studio to design, build and launch their apps.

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Altos Labs is a biotechnology company developing medicines through cellular rejuvenation: restoring cell health and resilience with the goal of reversing disease, injury and disabilities. Its research connects experimental biology with machine learning to understand how health operates across cells and organs. The company is developing multi-scale generative models using internally generated biological data alongside external datasets, bringing computational scientists and experimental biologists together to investigate potential treatments.

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Ambient developed an open-source multiplayer game engine for developers building, deploying and sharing games across web and desktop platforms. Powered by Rust, WebAssembly and WebGPU, its runtime combined graphics rendering, asset pipelines and networking. Developers could assemble experiences from reusable packages containing code, assets and data schemas, then share those packages for others to build on.

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Amplifon sells and fits hearing aids for people with hearing loss, combining personalized care with digital support. Its product families include discreet ampli-mini devices and ampli-power hearing aids designed for long battery life. The Amplifon App lets users adjust volume, select listening programs, book specialist appointments and access support tutorials, extending care beyond clinic visits.

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Andon Labs builds evaluations for AI agents and runs experimental autonomous organizations, connecting AI control research with real-world operations. Its main customers are AI labs assessing how well models perform tasks autonomously. Its benchmark family includes Vending-Bench 2 for business management, Blueprint-Bench for converting apartment photographs into floor plans, and Butter-Bench for robot delivery tasks in household settings.

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Annicha Labs builds technology products and provides advisory services for healthcare and life sciences. Its Donna workforce platform is designed for healthcare organisations with 50–2,000 employees across departments and sites. Users can onboard staff, maintain employee records, conduct appraisals, manage tasks and track training expirations. Native payroll handles PAYE calculations, payslips and pension deductions, while rostering tools flag double bookings and staffing gaps.

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Apify provides web scraping and browser automation tools for developers, businesses, and AI builders. Its Apify Store offers reusable cloud programs called Actors for collecting web data, monitoring prices and social media, and generating leads. Website Content Crawler turns websites into text for language models and retrieval pipelines. Users can run Actors through APIs, schedule jobs, or build and sell their own, with Apify handling infrastructure and billing.

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ARC Prize Foundation develops ARC-AGI benchmarks and runs competitions to advance open research into artificial general intelligence. The nonprofit measures how efficiently AI systems adapt to unfamiliar problems, focusing on capabilities that come naturally to humans. Researchers can evaluate systems and compete to publish open-source solutions. Its ARC-AGI-3 benchmark offers interactive, turn-based environments accessible through a browser or API, where agents must discover rules and goals, then apply what they learn across increasingly difficult levels.

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Arcjet builds runtime security that developers embed in applications and AI workflows through a library and API. Its controls detect prompt injection, strip sensitive data, limit token spending by user or organization, and restrict agent tool actions by identity, role and route. Enforcement runs inside the application before the next action, using session and business context. Arcjet Remote Rules lets security teams tune policies with review and approval before production. The approach serves AI application developers managing abuse and compute costs, alongside e-commerce teams addressing scraping and fraud.

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Arena.ai operates a platform where developers, researchers, and creative professionals use AI models and vote on their responses, shaping public performance leaderboards. Its paid AI Evaluations service helps model labs and enterprises measure performance using real-world human feedback. Code Arena lets developers build, deploy, and evaluate applications with databases, authentication, and third-party integrations. Agent Mode extends testing to complex, multistep tasks, measuring task completion and hallucination rates.

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Ario provides behavioral intelligence for brands using consumers’ consented, SKU-level purchase data across retailers. Its records include product variants, sizes, prices, and quantities, helping teams understand spending beyond their own stores. Brand Vitals analyzes buyers, brand switching, and loyalty; Industry Pulse provides research on consumer goods trends. Ask Ario lets users query purchase data in plain language and receive answers with charts and supporting sources.

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Arista Networks builds switching, routing and network software for cloud providers and enterprises operating AI infrastructure, data centers and campus networks. Its Extensible Operating System (EOS) provides a common software architecture across data center and campus environments. CloudVision lets operators automate provisioning, monitor network workflows and manage changes and rollbacks across networks of switches. Its Etherlink platforms provide network fabrics for AI clusters.

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Arithmetic explores how AI models can become more capable cybersecurity defenders through evaluation, training data, and benchmarks. Its stated research goal is to improve models’ ability to reason about vulnerabilities, addressing the gap between performing reconnaissance and making the logical leap needed to uncover an exploit.

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Arklex AI develops tools for agent evaluation, helping teams test conversational agents before deployment. Its ArkSim product generates synthetic users with distinct profiles, goals and knowledge levels, then simulates multi-turn conversations. Developers define scenarios and receive interactive reports with response scores, categorized failures and conversation transcripts. The platform helps identify context loss, tool misuse and policy violations, and lets teams set production-readiness gates.

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Arrakis provides self-hosted sandboxes for AI agents to execute code and interact with desktop applications. Developers and agents can use its REST API, py-arrakis Python SDK, or MCP server to create sandboxes, upload files, and run code. Each sandbox runs Ubuntu in a MicroVM, with a VNC server and preinstalled Chrome for computer use; automatic port forwarding makes the graphical interface accessible.

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Artificial Analysis independently benchmarks AI models, agents, cloud infrastructure and chips to help developers and companies choose how to build and run AI applications. Its evaluations compare capabilities, quality, speed and price across language, image, video, speech and music models. Optima lets users build custom benchmarks from datasets, agent traces or coding workflows, then compare models on quality, cost per task and time per task. The company also offers advisory and custom benchmarking services for organizations adopting AI and technology providers.

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Atlan builds an enterprise context platform that connects data catalogs, business definitions, lineage and access policies for analysts, governance teams and AI builders. Its Context Agents generate documentation and business semantics for human review, while Context Engineering Studio turns dashboards and historical SQL into automated tests for agents. Context Repos package business knowledge into versioned, certifiable units. Together, these tools let teams document their data, test how agents interpret it and share approved context through MCP, SQL and APIs.

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Auditoria AI builds AI agents for corporate finance and accounting teams. SmartVendor and SmartCustomer automate accounts payable and receivable workflows, including vendor management, collections, and finance inbox inquiries. SmartResearch, generally available since 2026, lets teams ask financial questions in natural language and explore scenarios using ERP data and external financial intelligence, with source lineage and reasoning transparency. These tools connect financial records and correspondence to the routine work of managing payments and cash flow.

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Auth0 provides authentication and authorization for customer applications, APIs, and AI agents as part of Okta. Developers use its platform to add passwordless login, adaptive multifactor authentication, enterprise single sign-on, and multi-tenant access controls. Auth0 for AI Agents extends identity management to agents accessing external services, retrieval-augmented generation data sources, and Model Context Protocol tools, with human approval for critical transactions. Its SDKs let application teams integrate identity capabilities without building the underlying systems themselves.

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AutoGPT builds software for creating and running AI agents that automate workflows across business tools. The AutoGPT Platform serves technical and nontechnical users: AutoPilot turns plain-English requests into agents, while a visual builder lets users connect and inspect individual steps. A marketplace supplies agents to customize, and a dashboard tracks runs, costs and actions needing attention. Teams can automate account research, campaign drafts, incident triage and recurring reports. Agents run on demand, on schedules or from triggers; users can choose paid managed hosting or operate the software on their own infrastructure.

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Automattic builds software for publishing, commerce, and messaging. WordPress.com provides hosted websites and blogs, while WooCommerce turns WordPress sites into stores selling physical goods, downloads, and subscriptions. Jetpack adds backups, malware scanning, analytics, and performance tools to self-hosted sites; WordPress VIP supplies enterprise hosting, security, and content analytics. Its broader portfolio includes Tumblr and the Beeper messaging app. For developers, its AI infrastructure connects agents to WordPress and WooCommerce through standardized protocols, while writers can generate and refine copy directly within WordPress.

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Aviator builds tools for engineering teams to review, verify, merge and deploy code, including AI-generated changes. MergeQueue coordinates pull requests with parallel queues and batching, while Releases manages deployments, cherry-picks and rollbacks across environments. Inbox organizes review work, Team Reviews routes requests by expertise and workload, and the open-source Stacked PRs CLI breaks large changes into smaller reviews. Aviator Verify checks implementations against human-approved acceptance criteria using code analysis, execution scenarios and reusable team rules, attaching evidence to results.

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AXA provides property and casualty, life and health insurance, alongside savings and pension products for individuals and businesses. Customers can insure homes, cars, commercial buildings and machinery, cover personal and professional liability, and protect their families against health and life risks. Its AXA EssentiALL business unit develops affordable, accessible coverage for people and businesses with inadequate insurance.

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Banking Circle provides banking and payments infrastructure for payment companies, banks and marketplaces. Its services include multi-currency accounts, Virtual IBANs, foreign exchange and cross-border payments in 24 currencies, with access to 10 local clearing schemes through direct connections and partner banks. Clients connect through APIs, a portal or SWIFT to move money and build financial services. Its stablecoin settlement services, launched in 2026, connect the core banking platform to fiat-to-stablecoin and stablecoin-to-fiat transfers involving USDC, USDG and EURI.

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Baz builds an engineering review platform for development teams to check specifications, code, security and merge readiness. AI Code Review identifies bugs and architectural regressions and suggests fixes, while Baz Planner evaluates implementation plans before code is written. Its specialized agents also investigate vulnerabilities, connect production telemetry to code changes, and apply and validate fixes in isolated runtimes. Reviewers share context about the codebase, engineering standards and product requirements.

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BBD Software builds custom software for businesses and public institutions, helping clients launch products, modernise existing systems and connect their operations. Its services span software development, cloud, data engineering, product design, testing and applied AI for search, automation and analytics. Reusable components—including the Orchestration Engine, Workflow Engine and Case Management Engine—give delivery teams building blocks for integrations, workflows and business rules. These accelerators include source code and royalty-free licensing, allowing clients to adapt them to their own requirements.

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Bee makes wearable personal AI that turns conversations and everyday context into summaries, reminders and insights. Now part of Amazon, which it joined in 2025, Bee helps people recall meetings and lectures, track commitments and capture ideas. Its Bee Pioneer wearable works with iOS; mobile apps and Apple Watch provide additional ways to interact. Actions connects email and calendars to draft messages and create meeting invitations, while Daily Insights identifies recurring patterns and Voice Notes captures thoughts.

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Bench Computing developed Bench, an AI workspace for individual professionals, teams and companies. Users described a task, and the workspace combined AI models, tools and information sources to carry it out. Its documented capabilities in 2025 included web research, data analysis, fact-checking, report generation, PowerPoint creation and working with email. A browser extension also let Bench browse the web as the user.

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Best Buy sells consumer electronics and appliances, combining shopping in stores and online with advice, delivery, installation, technical support and repair. Geek Squad provides in-home and in-store technical support, helping customers use and maintain their technology. Its business also includes an online Marketplace in the U.S. and Best Buy Ads, a retail media network. Repair, trade-in and recycling programs extend its services beyond the initial purchase.

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Better Auth builds an open-source TypeScript authentication framework that runs inside an application’s backend using its own database. Developers building consumer and enterprise apps can add password and social sign-in, sessions, organization roles, passkeys, and enterprise SSO through its plugin architecture. Better Auth Infrastructure extends self-hosted authentication with user management, audit logs, and security detection. Authentication configuration lives in code, allowing teams to version and review it alongside their application.

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BetterUp provides workforce development software combining human coaching, AI coaching, and performance analytics. Its product family includes BetterUp Lead for leadership development, Manage for managers, Grow for workforce-wide AI coaching, and Ready for resilience and adaptability during change. Employees can practice difficult conversations, solve workplace problems, and connect with human coaches. Organizations can tailor development to business priorities and track measures such as manager effectiveness, attrition, and productivity.

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Bitly provides link management, QR codes, and engagement analytics for brands, businesses, and marketing teams. Users can create branded short links and custom QR codes to connect audiences with digital content and measure interactions across online and offline channels. Bitly Assist lets customers create links and QR codes conversationally and ask questions about their performance. Weekly Insights automatically highlights changes across links, referrers, geographies, and devices. Both AI features launched in 2026 for paid-plan customers.

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Black Forest Labs develops FLUX, a family of generative AI models for creators, developers and enterprises. Users can generate images from text, edit existing images and combine visual references into new designs. The company offers a browser playground, APIs for application integration and licensed model weights for deployment and customization on users’ infrastructure. FLUX 3 extends the family into video with native audio, offering clips up to 20 seconds in early access.

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BlackRock manages investments for individuals and institutions, including pension funds, and provides financial technology for investment professionals. Its offerings include iShares ETFs and Aladdin, a platform for building portfolios, managing performance and risk, and handling operations and accounting. Aladdin connects public and private market investments through a common data language, giving investment teams an integrated view across asset classes. BlackRock uses the platform alongside its external clients.

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Block builds payment, commerce and financial services tools for businesses and consumers. Square helps sellers accept payments and manage commerce, inventory and reporting, while Cash App lets consumers spend, send and store money. Afterpay provides buy now, pay later options. Its broader product family includes Bitkey for bitcoin self-custody, Proto for bitcoin mining products and services, and TIDAL for music.

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StackBlitz builds Bolt.new, an AI application builder that lets developers, product managers, entrepreneurs and marketers create websites, prototypes and full-stack applications through conversation. Users can import Figma designs or GitHub projects and request changes in plain language. Bolt Cloud supplies hosting, custom domains, databases and authentication, bringing app creation and deployment into one interface. Teams can also build against shared design systems and collaborate within the same project.

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Booking.com operates a travel marketplace where travelers can compare and book accommodation, flights, rental cars, attractions and ground transportation. Hotels and independent hosts use the platform to reach customers worldwide. Its recommendation systems help travelers discover stays using search preferences, previous interactions, availability and property performance.

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BotDojo builds AI agents for customer support, sales, collections, operations and data analysis. Teams assign work over chat, voice and email, connecting agents to systems such as Salesforce, Zendesk and Slack. Its platform combines a visual agent builder with tracing, evaluations and human feedback tools so teams can build workflows, inspect results and refine behavior. Developers can integrate agents into applications through SDKs, while agent execution runs on the BotDojo platform.

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Boundary builds BAML, a programming language for developers building AI applications and agents. Developers declare model calls as typed functions, specifying inputs and expected outputs, with tools for streaming, testing, tracing, and coordinating concurrent work. BAML can run independently or within existing applications: generated typed language bindings let developers call BAML functions from eight languages, including Python, TypeScript, Go, and Swift, without rewriting their codebase.

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Box provides enterprise content management for teams that need to store, share, govern, and work with business files. Box Agent searches across organizational content, analyzes documents, and creates deliverables from natural-language requests. Box AI Studio lets administrators configure custom agents and choose their underlying models, while Box Extract turns unstructured files into structured metadata. Box Forms, Doc Gen, Sign, and Automate connect information collection, document creation, electronic signatures, and automated workflows. Developers can extend the platform through APIs and SDKs.

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Brightwave builds AI tools for professional research and is shifting its focus toward agent infrastructure that governs access to business systems, tools and data. Its research agents support private equity diligence; the infrastructure under development covers private model routes, credential injection, policy enforcement and activity records. Tidebreak is the client at the edge of this system, running its engine locally. Users can produce spreadsheets, presentations and memos, switch model providers mid-task, and run coding agents in isolated Git worktrees with changes reviewed before reaching their branch.

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Bugcrowd provides a cybersecurity platform that connects security teams with hackers to find and address vulnerabilities. Its Bug Bounty offering supports continuous vulnerability hunting with payment for results, while vulnerability disclosure programs help organizations receive, prioritize, and remediate submissions. Penetration testing supports compliance work, and red teaming simulates real-world threats. Together, these services give organizations access to security expertise beyond their internal teams.

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Callosum builds AI infrastructure that distributes workloads across different models and chips. Its Tailored Inference APIs let developers use task-specific combinations of compute without rewriting their applications. The platform breaks work into smaller tasks and assigns each to suitable models and hardware under cost, energy and speed constraints. Production applications span cybersecurity, finance and enterprise automation, with silicon partnerships including Cerebras and Rebellions.

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Callstack builds and modernizes cross-platform applications for enterprises using React and React Native. Its services span consulting, prototyping, implementation, performance optimization and team training. Alongside client engineering, it develops tools for mobile teams: Re.Pack brings Module Federation to React Native, allowing applications to load JavaScript modules at runtime; Agent Device lets AI agents run and test applications on devices locally or in the cloud. Its React Native AI SDK lets developers switch between cloud and on-device language models without rewriting application logic.

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Capital One provides credit cards, consumer and commercial banking, auto lending, and payment networks for individuals and businesses. Its primary markets are the United States, Canada and the United Kingdom. The company reported $673.8 billion in total assets as of June 30, 2026. Its banking technology runs entirely in the public cloud, using proprietary data and analytics to support its financial services.

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Casco provides autonomous security testing for web applications, APIs, infrastructure and AI systems, with optional human supervision. Development and security teams use it for continuous testing and penetration-test reports supporting SOC 2 and ISO 27001 compliance. Its reports include reproduction steps, risk explanations and remediation guidance. The Casco MCP server brings validated findings into assistants such as Claude Code, Codex and Cursor, allowing teams to assess impact and draft fixes through read-only, organization-scoped access.

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Caylent helps startups and large enterprises build, migrate and operate applications on Amazon Web Services. Its services span cloud migration, application modernization, data and analytics, custom software development and generative AI. Caylent Accelerate applies AI automation to migration and modernization work. For contact centers, its migration framework assesses existing environments, maps call flows and tests routing logic, helping engineering teams plan and carry out transitions to newer systems.

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Checkout.com provides digital payment infrastructure for enterprise merchants to accept online payments, disburse funds and manage money across currencies and markets. Its Flow hosted checkout presents payment methods to customers, while Intelligent Acceptance optimizes transactions to help reduce unnecessary declines. Authentication, identity verification and fraud detection tools help merchants manage risk, and a single dashboard brings payment balances, monitoring and analytics together.

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Cherrypick makes a meal-planning and grocery-shopping app for home cooks. It recommends recipes around dietary preferences, turns ingredients into a supermarket basket, and lets shoppers add household essentials to the same order. Supermarkets handle delivery or in-store collection. Users can also import recipes from photos or web addresses, connecting their own meal choices with the weekly shop.

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Chime offers consumer banking, payments, lending and investing products through an app where members can get paid, spend, save and build credit. Its borrowing options include MyPay advances and Instant Loans. Chime Invest adds commission-free stock and ETF purchases and managed portfolios with no account minimums, with investment advisory services provided by Atomic Invest. Chime is a financial technology company; banking services are provided by The Bancorp Bank or Stride Bank.

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China Resources Holdings operates businesses in consumer products, energy, urban construction and operation, healthcare, industrial finance, and technology. Registered in Hong Kong, the diversified group spans beer, water, gas, property development and pharmaceuticals. Its businesses and brands include Snow Beer, Yibao Water, China Resources Vanguard and China Resources Land, connecting everyday consumer goods with infrastructure and industrial operations.

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Circle issues USDC and EURC stablecoins and builds financial infrastructure for businesses and developers to integrate digital money into payments, commerce, and applications. Both stablecoins are backed 1:1 by cash and highly liquid cash equivalents. Its developer platform includes wallets, smart contracts, and crosschain connectivity, while Circle Payments Network connects financial institutions so they can communicate and settle directly with one another. Circle Gateway provides a unified USDC balance across supported blockchains, including small payments for API access and autonomous agents.

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Outshift by Cisco develops technologies for businesses and developers as Cisco’s internal incubation organization. Its work includes AGNTCY, infrastructure for connecting AI agents across frameworks and vendors through discovery, identity, messaging, and observability. Webex integrates AGNTCY Directory and Identity so developers can register and publish MCP/A2A servers while enterprises enforce policies through Control Hub. Outshift launched AGNTCY in 2025; it is now a Linux Foundation project, following Cisco’s donation that year.

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CloudChef develops commercial-kitchen robots offered through hourly rental for food preparation, cooking and packaging. Its three forms serve different workloads: CloudChef lite is a two-handed robot on a trolley for stationary tasks; CloudChef adds autonomous movement around the kitchen; and CloudChef pro handles bulk cooking and larger quantities of ingredients. The robots are designed to fit existing kitchens without changes to their layout or equipment.

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cmpnd builds developer tools for creating, deploying, and optimizing AI programs with DSPy. Its dspy-cli turns DSPy programs into HTTP APIs, giving application developers a standard project layout, generated endpoints, and Docker configuration. Developers can define functions such as summarization or content tagging, test them locally, and expose them as services that other applications call.

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Cognee builds open-source memory infrastructure that lets AI agents retain knowledge across sessions and share it across workflows. Developers use its Python and TypeScript SDKs to remember information, recall relevant context, improve memory through feedback and forget unwanted data. Cognee Cloud provides managed infrastructure; teams can also self-host or use its Rust core for edge environments. Applications include coding assistants, sales deal memory and scientific research: Bayer uses Cognee to connect research knowledge and generate hypotheses.

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Comfy Org develops ComfyUI, an open-source workflow engine that lets technical artists, studios and agencies connect models and processing steps to generate images, video, audio and 3D assets. Users can adjust individual parameters, reuse community workflows and expose complex graphs through a simplified App Mode. Comfy Desktop runs on users’ own hardware, Comfy Cloud provides managed GPU execution, and Comfy API turns workflows into production endpoints.

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Conductor builds software for developers to run multiple coding agents in parallel, review their changes, and merge their work. It runs Claude Code, Codex, Cursor, and OpenCode agents using users’ own subscriptions or API keys. Developers can work locally on a Mac or use Conductor Cloud, where agents run in isolated microVMs with repositories and dependencies preinstalled. Shared cloud workspaces let teammates follow activity and prompt agents together in real time.

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Confident Security builds infrastructure for companies that want to use AI models with confidential data. Its CONFSEC managed service is based on OpenPCC, an open-source framework for running open or custom models. The framework is designed to protect prompts, outputs and logs through encrypted streaming, hardware attestation and unlinkable requests, making privacy protections available for inspection and audit.

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Conviction is a venture capital firm that backs early-stage AI companies, often as their first investor. It combines capital with hands-on support and a network for founders turning AI models into products. Its Embed program gives early founding teams investment, compute credits, fundraising and hiring workshops, and access to a founder community. Beyond investment, Conviction offers recruiting initiatives and Commit, a fellowship for early-career AI builders.

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Corridor builds security software for developers and security teams using AI coding agents. It integrates with tools including Cursor, Claude Code, and Codex to supply security guidance during development, scan changes before commit, and review pull requests. Teams can turn plain-English security standards into codebase-specific guardrails and enforce a merge policy based on vulnerability severity. Corridor Agent lets users investigate findings and request fixes through the web or Slack, including opening pull requests. Its dashboard tracks AI tool usage, agent activity, and policy adherence.

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CoupleWork AI offers relationship coaching for couples and individuals through Maxine, an AI coach users can speak or text with about communication, recurring conflict, intimacy, and relationship patterns. Maxine retains context across sessions, while the What Matters question library helps users explore values, emotional needs, and relationship history. The app provides coaching, not therapy: it does not diagnose or treat mental health conditions.

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Coval builds a simulation and evaluation platform for voice and chat AI agents. Engineering, product, QA and operations teams use it to test agents before deployment, monitor live conversations and review results with human evaluators. Teams can simulate thousands of conversations to detect regressions as prompts, models and workflows change. Its voice-specific analysis covers audio quality, telephony latency, transcription errors and agent workflows, helping teams investigate failures that a handful of manual test calls can miss.

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crewAI builds software for developers and business teams to automate work with AI agents, including reporting, onboarding, and support workflows. Its open-source Python framework coordinates agents and workflow logic, while Crew Studio lets teams describe a process in natural language and generate a working flow. Studio connects to more than 1,000 applications and includes reusable agents, source-code export, testing, tracing, and deployment, giving engineers code they can inspect and extend.

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Crusoe builds AI data centers and operates Crusoe Cloud for model training, inference, and high-performance computing. Its customers include AI startups, enterprises, and hyperscalers. Crusoe Managed Inference lets developers deploy open-weight or custom models through managed API endpoints, while Crusoe Intelligence Foundry provides model discovery and API-key creation without requiring users to manage GPU clusters. Cloud users include Cursor, robotics company 1X, and Fireworks.

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CRV is a venture capital firm that finances early-stage technology companies, leading seed and Series A rounds. It backs technical founders across AI, cybersecurity, developer tools, infrastructure and consumer technology. Alongside capital, the firm helps founders make hiring decisions, reach customers and develop their companies. Its investments include CodeRabbit, which provides AI code review, and Outtake, which applies AI to cybersecurity.

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Cua builds infrastructure for developers and researchers training, evaluating, and running agents that operate desktop applications. Cua Sandbox provisions disposable environments locally or through Cua Cloud across Linux, Windows, macOS, and Android. Cua Fleets organizes sandboxes into pools of ready machines for parallel evaluations, reinforcement learning, and training-data generation. Cua Driver exposes desktop actions and window state through MCP and a CLI, supporting background interaction without taking over the user's cursor. Teams can run the sandbox framework locally or use hosted, bring-your-own-cloud, or on-premises infrastructure.

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DataChain builds Python tools for researchers and AI engineers to process, version, and reuse datasets containing video, images, sensor data, and documents. Its Data Context Layer makes datasets searchable by schema, statistics, and LLM summaries. Coding agents including Claude Code, Cursor, and Codex can inspect schemas, previews, and lineage before writing pipelines, helping them build on existing results instead of repeating earlier work.

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Datacurve supplies expert-created coding data and evaluation infrastructure to foundation-model labs and AI developer-tool companies. Its offerings include reinforcement-learning environments, prebuilt datasets, supervised fine-tuning demonstrations and benchmarks. Customers use its data to train models for code editing, debugging, completion and design-to-code tasks. Its agent trajectories capture tool calls, checks and recoveries, while long-horizon tasks cover work stretching across hours or days—preserving the process of solving a problem as well as the answer.

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Datalab trains document intelligence models that turn PDFs, images, spreadsheets and slides into structured data for AI research and enterprise workflows. Chandra converts documents into Markdown, HTML and JSON while preserving layout information. Its platform lets users extract fields with schemas, customize output with natural-language rules, separate combined documents and evaluate results. Applications include preparing AI training corpora and processing scientific papers, clinical-trial documents and insurance claims.

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DataRobot provides software for enterprises to build, deploy, monitor, and govern predictive models and AI agents. Its automated machine learning tools help data scientists and analysts prepare data, train and compare models, and integrate predictions into business applications. The Agent Workforce Platform extends that scope to agents integrated with business processes. It supports customer-supplied models across public clouds, private clouds, on-premises infrastructure, and air-gapped environments, with governance and monitoring for regulated industries such as financial services and healthcare.

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Datasette is an open-source tool for exploring data and publishing it as interactive websites and JSON APIs. It serves journalists, researchers, archivists and other data publishers, helping them analyze and share information without building a custom backend. Datasette Agent adds conversational analysis of SQLite databases through an extensible plugin, supporting hosted language models and models running on users’ own hardware.

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DatologyAI builds an automated data-curation platform for teams training foundation models or adapting open models to their domains. Deployed in customers’ private clouds, its pipeline cleans data, selects material by quality and task, generates synthetic examples, and mixes sources into staged training datasets. It works with customers’ enterprise, public-web, and licensed data rather than selling or sourcing data itself. The aim is to improve model performance while reducing the compute needed for training.

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Dawn Analytics, now operating as Raindrop, builds monitoring and debugging tools for AI engineering teams. Its platform captures agent messages, tool calls, retries and errors, detects silent failures, and supports investigation through traces and Slack. Teams can define behavioral signals and test fixes against live traffic with experiments. Raindrop Workshop extends the workflow to local development, with a browser trace viewer, replay and MCP access so coding agents can inspect failures and generate evaluations.

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Daytona provides programmable sandboxes for developers building AI agents to execute code and operate computing environments. Agents can install packages, run servers, compile code and manage processes in isolated runtimes. The platform offers Linux containers, Linux and Windows virtual machines, and NVIDIA GPU sandboxes for inference, fine-tuning and CUDA workloads. Its VM sandboxes support pause and fork: preserving memory and processes between tasks or creating independent copies so agents can explore alternative execution paths.

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dbt Labs builds data transformation software that helps analysts and engineers turn warehouse data into reusable, tested models for analytics and AI. Its product family includes dbt Core and the commercial dbt Cloud platform, which supports development, management, and governance of analytics workflows. Shared business logic and semantic context help teams define what their data means for downstream applications and agents.

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Decagon builds AI agents for enterprise customer service across voice, chat, email and SMS. Its agents connect to company workflows and knowledge bases to answer product questions, process refunds and cancellations, and act within existing business systems. Customers include Avis Budget Group, Chime and Oura Health. Alongside customer-facing agents, Duet helps teams analyze conversations, suggest workflow changes and test agent behavior, giving support teams tools to improve their deployments.

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Decawork builds an agent control plane for IT teams to deploy, govern and maintain internal AI agents built across different tools. Teams can keep their chosen development tools while IT manages agent ownership, access and approvals in one place. The platform records attributable actions, monitors runs, alerts IT to failures or suspicious activity, and retires unused agents. It addresses the operational work of turning employee-built agents into company-managed systems.

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deepset builds software for developers and enterprise teams to create AI agents, document search, and retrieval-augmented generation applications. Its Haystack open-source Python framework connects models, retrieval, tools, and memory into modular pipelines. Haystack Enterprise Platform adds visual development, testing, observability, access controls, and deployment to managed cloud or self-hosted infrastructure. Enterprise Starter pairs the framework with engineering support and deployment guidance. In 2025, deepset renamed its commercial deepset AI platform to Haystack Enterprise Platform, bringing its offerings under the Haystack product family.

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deepset builds tools for developers and enterprises to create AI agents and applications using their own data. Its Haystack open-source Python framework connects retrieval, models, memory, and tools in modular pipelines for search, question answering, and retrieval-augmented generation. Haystack Enterprise Platform, renamed from the deepset AI platform in 2025, adds visual development, evaluation, access controls, observability, and cloud or self-hosted deployment. Enterprise support and engineering services help teams design and deploy these systems.

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Deno builds developer tools and cloud infrastructure for JavaScript and TypeScript applications. Its open-source Deno runtime runs Node projects and npm packages, with built-in testing, formatting, linting and type checking. Deno Deploy, generally available since 2026, gives application teams framework-aware builds, deployment previews, databases and automatic logs, traces and metrics. Deno Sandbox extends the platform with programmatically managed Linux microVMs for running untrusted code, including code generated by AI.

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DevDay developed an AI collaboration assessment platform. Its early work involved pilots with selected users and feature refinement ahead of a planned public launch; the available account does not establish that the launch took place.

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Discord provides voice, video and text communication for gaming communities. Players use servers and direct messages to talk with friends, share screens and stream games through Go Live. Activities let people play games inside Discord, while the Social SDK lets developers connect Discord accounts to game accounts and bring social features and communication into their games.

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Docker builds tools for developers and enterprises to package, build and run applications across computing environments. Its container images bundle application code with dependencies, while Docker Desktop brings containers and the development workflow onto developers’ machines. The platform also supports AI agents: Docker Sandboxes isolates agent sessions in microVMs with network and filesystem controls, and Docker AI Governance manages sandbox and MCP policies with identity-bound audit logs. Docker Hardened Images provides minimal, signed, continuously patched images and MCP servers.

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DSPy is an open-source Python framework for building and optimizing language-model systems. Developers define typed inputs and outputs through signatures, then compose modules for extraction, reasoning, tool-using agents, and multimodal tasks. Its optimizers use examples and a scoring function to tune prompts, making task definitions reusable across different execution strategies. The approach treats AI applications as modular programs whose behavior can be evaluated and improved.

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Duolingo builds a learning app for languages, math, music and chess, offering free learning alongside Super Duolingo and Duolingo Max subscriptions. Super removes advertising; Max includes AI features such as Roleplay and Explain My Answer. Its AI-powered Video Call lets learners practice conversation with the character Lily and is also available to most new Super subscribers. The Duolingo English Test provides an online English proficiency exam, accepted by more than 6,100 institutions at the end of 2025.

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DX is an Atlassian company that provides engineering intelligence software to help engineering leaders measure productivity, identify bottlenecks, and assess AI’s impact on software development. Its platform combines system metrics with developer and AI agent feedback. AI Measurement tracks AI-generated code across commits, pull requests, teams, agents, and repositories, while developer experience tools help teams understand where work gets stuck. Fabric gives leaders a live view of service ownership, documentation, engineering standards, and security controls, connecting that context to AI tools.

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Dylibso builds tools for extending software and connecting enterprise applications to AI. Extism is its open source WebAssembly plug-in system, allowing developers to make applications extensible across programming languages. Turbo MCP is an enterprise MCP gateway and management platform that lets organizations connect applications to AI while controlling access. IT and security teams can integrate identity providers, approve servers, audit activity and revoke agent access without blocking employees from their work applications.

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E2B provides cloud sandboxes where developers give AI agents computing environments to execute code, analyze data and run applications. Its Desktop Sandbox adds a graphical cloud computer, letting agents interact with web applications beyond APIs and code. The platform works with any language model and supports deployment in customers’ clouds or on premises. Users include Groq for code execution, Manus for virtual computers, and Hugging Face for AI research.

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Earendil develops AI software for developers and people working through everyday communication tools. Pi is an open-source coding agent and harness that developers can extend or build into their own products. Lefos, built on Pi, operates through email and Telegram: users can bring colleagues into conversations, translate messages, edit drafts, analyze documents and schedule recurring tasks. Optional Google Workspace access lets it create documents, retrieve information and schedule calendar invitations.

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Echo AI provides conversation intelligence software that analyzes customer calls, tickets, surveys and reviews using a pipeline of large language models. Customer service teams can identify recurring issues and score agent and bot performance, while marketing, sales and product teams can act on customer feedback. Conversation Actions turns detected intent into automated workflows—for example, triggering a promotional campaign when a caller expresses interest in another product—with integrations including Klaviyo, Salesforce Marketing Cloud and HubSpot.

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Effectful Technologies Inc builds Effect, a TypeScript library and runtime for developing applications with integrated error handling, concurrency, dependency management and observability. Developers can coordinate asynchronous work, schedule retries, clean up resources and trace execution with OpenTelemetry. Its Schema tools combine runtime validation, JSON serialization and API contract generation. OpenRouter uses Effect for internal tooling and infrastructure, while MasterClass uses it in a voice AI orchestration layer.

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Emergence builds AI agents and orchestration software for enterprises automating workflows and working with complex data. Its Orchestrator coordinates multiple autonomous agents at runtime across domains, while its natural-language agent builder lets users create multi-agent systems without code. Its technical approach combines language models with a formally verified control layer that checks execution against constraints, aiming to make automation suitable for mission-critical operations.

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Emulated builds reinforcement learning environments that simulate production systems to train AI models for software engineering work. Its environments address tasks beyond generating code: debugging distributed failures, migrating infrastructure, and building serverless runtimes or container orchestrators. For teams training and evaluating models, they provide running services, source code, operational tools, and realistic traffic so agents can practice changing systems while those systems remain in use.

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Engram builds AI models that learn an organization’s knowledge before answering questions. Its first product is an agent API for large shared workspaces, designed to help agents reuse knowledge rather than repeatedly gather the same context. Engram starts with pretrained models and trains them on customer-specific information. Its research with Harvey combines knowledge stored in model parameters, structured notes, and document search, allowing agents to use learned memory alongside the underlying files.

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Ensemble Health Partners manages the financial and administrative work that connects healthcare delivery to payment. Its revenue cycle management services cover patient scheduling and registration, coding, billing, collections and denial recovery for hospitals and health systems. Its proprietary EIQ platform combines analytics, predictive models and workflow agents to flag payment anomalies, draft denial appeals and guide operators within existing client systems.

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Entry Point AI helps developers and business teams prepare data and train task-specific language models. Its Transforms tool applies prompts across thousands of rows for tagging, extraction and classification. Synthetic Data expands existing examples into training datasets that users review and approve, while Fine-tuning turns selected data into custom models. The tools work independently or together, supporting tasks such as prioritizing support tickets, generating content and reranking search results.

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EpicAI.pro teaches software developers to build applications that AI assistants can interact with through the Model Context Protocol (MCP). Its self-paced Epic MCP course covers exposing tools, resources and prompts, adding authorization, and building interactive interfaces within AI conversations. Developers work in their own development environment toward deploying an MCP server that clients such as ChatGPT, Claude and Cursor can use.

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Erel Labs, also identified as Era Labs, operates Ora, a research lab and product studio focused on making websites usable by AI agents. Its Orank tool scores how usable a site is for agents, while AgentJourney maps how agents move through it. Website and product teams can evaluate whether agents can discover, understand, authenticate with, and act on their services.

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Etsy operates the Etsy Marketplace, a global online marketplace where independent creative entrepreneurs sell largely artisanal goods to buyers around the world. Sellers can use Etsy Stats to examine revenue, views, and traffic, helping them understand where customer interest comes from.

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Exa builds web search infrastructure that gives AI applications access to information beyond their training data. Its Search API supports coding assistants retrieving documentation and public code, chat agents answering questions, and business tools finding companies and people. Developers can configure searches for fast retrieval or deeper research with structured outputs and citations. Websets handles complex queries that take minutes to assemble matching results. Exa also powers Firefox’s desktop Smart Window and iOS Quick Answers, supplying live-web information for cited answers.

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EyeLevel.ai builds GroundX, a platform that turns complex enterprise documents into information that AI applications can search and use. Its APIs support document ingestion, understanding and retrieval for developers building applications around private data. GroundX Studio extends this foundation with tools for developers and business users to build workflows and applications. Deployment options include managed cloud, private cloud, on-premises infrastructure and air-gapped environments, supporting organizations that need to process information within their own infrastructure.

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FAIR is Meta’s Fundamental AI Research laboratory, developing models and research tools for machine perception, language and physical-world understanding. Its contributions include Segment Anything, which lets people segment objects in images and videos. The broader model family includes SAM Audio, allowing creators, researchers and developers to isolate sounds using text, visual cues or marked time spans. Users can experiment with their own media in the Segment Anything Playground.

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Fal provides developers with a unified API for generating images, video and audio, alongside on-demand serverless GPUs and dedicated compute clusters for research. Its infrastructure lets teams build media applications without managing GPUs themselves. fal Agent, launched in early access in 2026, extends that platform with a conversational interface and API for coordinating image, video and 3D models. It retains project memory and references across iterations, helping creatives and developers carry work from initial concepts through connected production workflows.

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Fidelity Investments provides investment management, trading, financial planning, and workplace benefits for individuals, employers, and institutions. Customers can invest through mutual funds and ETFs, plan for retirement, and receive wealth management guidance. Its FundsNetwork platform gives individual investors and financial institutions access to Fidelity and non-Fidelity funds. Employers use its retirement savings, health and welfare benefits, and stock plan services, while wealth management firms use its investment technology, custody, and clearing services.

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Filed builds AI software for accounting firms to prepare, review, and plan tax returns within their existing tools. Its Prowork assistant runs beside tax software and as an Excel add-in, preparing returns from client documents, checking figures against their sources, and generating workpapers. The Tax Planner evaluates client situations, proposes strategies with cited sources and risks, and creates client-ready presentations.

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Fixie.ai builds speech-understanding models and a platform for developers and enterprises creating real-time voice agents. It became Ultravox AI in 2025, formalizing its focus on voice technology. Its products include the Ultravox model and Ultravox Realtime, a managed platform for building and scaling voice agents. Developers can build mobile voice experiences, integrate the service into Pipecat applications, and transfer calls to human operators with conversation context.

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Flatfile provides AI-assisted data preparation for enterprise services teams and systems integrators, helping users map, transform, and validate customer data before import. Its spreadsheet interface lets nontechnical users prepare data for migration. The company became Obvious in 2025; Flatfile remains its supported data-migration product, with existing implementations and contracts unchanged. The separate Obvious workspace supports research, analysis, documents, presentations, and code. Its Autobuild product lets engineering teams specify software requirements for agents to implement.

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Flinn AI builds software that uses AI to automate regulatory and quality processes for medical device manufacturers. Its platform covers literature evaluation, safety database monitoring, regulatory monitoring and complaint handling. Teams can search multiple databases, evaluate evidence with AI assistance and generate reports supporting post-market surveillance and clinical evaluations. It accommodates portfolios ranging from small businesses to enterprises managing thousands of technical files.

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FlyersSoft builds custom software for businesses, offering application and mobile development, cloud engineering, and UI/UX design. Its services also include data science, AI/ML, generative AI, quality assurance, and DevSecOps. Clients can commission applications tailored to their business requirements, develop mobile experiences, and design interfaces for digital platforms. The company serves entrepreneurs, small and midsize businesses, and Fortune 500 companies.

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Forestwalk Labs builds Powerplant, a shared review and transparency layer for product teams working with coding agents. Its MVP helps teammates see work across agent sessions in real time, give feedback while development is underway, and understand patterns across sessions. Designed for teams that care about user experience, it addresses coordination problems when development context stays inside individual coding sessions.

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Form3 provides account-to-account payments infrastructure for banks and fintechs. Its unified API connects institutions to payment schemes in the UK, Europe and US, handling scheme-specific message formats and integration details so customers can send and receive money through one integration. Services include payment orchestration and Verification of Payee, which helps check recipient accounts and reduce misdirected payments. Alongside its managed cloud platform, Form3 offers the self-hosted Payments Resilience Platform.

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Forward Future is an AI media and education company helping professionals understand and use AI. Its The Future Today newsletter provides a free daily briefing, while Matthew Berman’s YouTube channel offers tutorials, news analysis, and interviews. Forward Future Live adds weekly analysis and guest panels. Forward Future University, free during its beta, extends that coverage into practical lessons on prompt engineering, model settings, reusable templates, and building applications with AI.

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Fractional AI builds custom generative AI software for enterprises and private equity clients, automating internal processes and developing AI-powered products. Its projects include voice agents, content moderation and API integration builders. For Airbyte, it helped develop an AI-powered Connector Builder that reads API documentation and drafts connector configurations, allowing users to review and edit them before connecting data sources.

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Freeman & Forrest builds and manages influencer marketing programs for enterprise technology companies. Its Influencers as a Service offering helps marketing teams reach developers through technical creators, with services spanning messaging, creator selection, negotiation, campaign management, measurement and consolidated payments. Customers can promote webinars, trials and events while tracking engagement and referral traffic. The company represents brands rather than creator talent. Its Sonar work includes testing product messaging and encouraging participation in product betas.

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Fujitsu North America was reorganized in 2022 as a Fujitsu group company dedicated to services for North America. The restructuring brought regional services operations together within the group.

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Funstage GmbH develops and operates social casino games for web and mobile players. GameTwist combines more than 400 titles with card and skill games, while Slotpark lets players form teams, complete missions and compete with others. Diamond Cash Slots adds customizable avatars and seasonal collectibles; Bloom Boom Casino combines slots with a 3D garden progression system. Slotpark offers free basic play and optional virtual-currency purchases, with no real-money gambling or prizes of monetary value.

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G2i supplies engineering teams and AI training services to frontier AI labs and software companies. Its senior engineers turn software workflows into evaluation tasks, scoring rubrics, training data, and reinforcement-learning environments. These environments reproduce interfaces, API behavior, edge cases, and success criteria so labs can train and evaluate agents on realistic engineering work. Expert reviewers assess code and model outputs, refining the tasks and feedback used in post-training.

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Gabber built infrastructure for developers creating AI applications that process live audio, video and text. Its real-time AI engine supported assistants, agents and companions that could receive microphone, camera or screen input and respond through models and tools. Gabber Cloud added hosted orchestration and inference, while the source-available engine supported local deployment and connecting developers’ own models.

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Galileo builds AI evaluation and observability software for developers and enterprise teams working on agents and retrieval-augmented generation applications. Teams can assemble evaluation datasets, capture expert annotations, test response quality, and diagnose failures in agent behavior. Its platform connects offline testing with production guardrails, using evaluation scores to control agent actions, tool access, and escalation paths.

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Gamma builds AI tools for creating presentations, documents, and websites from prompts or existing text, handling layout and formatting automatically. Educators, founders, sales teams, and consultants use it to prepare teaching materials, fundraising presentations, and client pitches. Gamma Agent adds conversational editing so users can restructure content, refine tone, and adjust visuals; its API supports automated creation workflows.

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Gas Town is an open-source workspace manager that helps software engineers coordinate multiple AI coding agents, including Claude Code, Codex and Gemini. Developers can assign tasks, track progress and route completed changes through a merge queue with verification gates. Beads records work as structured issues, while Git-backed hooks preserve state across agent restarts. Gas Town by Kilo adds managed cloud hosting and Wasteland integration, letting participants share tasks and submit completion evidence across a federated network.

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Gates Foundation funds research, public health programs and economic opportunity, primarily in low- and middle-income countries. Its grants support public, private and nonprofit partners in developing and delivering tools to prevent maternal and child deaths, fight infectious diseases and reduce poverty. Its work also includes agriculture and U.S. education, with increased funding for AI in education approved in 2026.

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GenAI Israel connects generative AI practitioners through free WhatsApp communities, technical meetups, virtual roundtables, webinars and job boards. Also identified as LLM.org.il, it serves researchers, engineers, CTOs and data scientists, with particular attention to large language models. Members can discuss technical questions, find events and access groups dedicated to jobs and freelance work.

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General Reasoning builds infrastructure for training and evaluating language model agents. Its OpenReward platform lets researchers and developers discover community reinforcement learning environments, serve their own through API endpoints, and run them on managed infrastructure. Environment code stays in developers’ GitHub repositories, while training frameworks and sandbox providers remain independently selectable. At its 2026 public beta launch, the company reported a catalog of 330+ environments, including software engineering and command-line tasks.

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GenSX developed a TypeScript framework for developers building AI agents, chatbots, and long-running LLM workflows. Its components were ordinary functions that developers could compose into applications, with automatic tracing of inputs, outputs, tool calls, and model calls. GenSX Cloud, introduced in developer beta in 2025, added serverless deployment on a full Node.js runtime, with execution limits of up to 60 minutes and blob, SQL, and vector storage that agents could provision during execution.

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Gimlet Labs builds infrastructure for running AI agents across different types of computing hardware. Gimlet Cloud provides serverless inference, letting developers combine models, search, custom logic, and data sources while the platform handles scheduling and orchestration. Its software splits workloads into stages and maps them to suitable accelerators; customers can use Gimlet-managed infrastructure or deploy the software in their own datacenters. Its kforge toolkit generates optimized kernels from PyTorch using collaborating agents, supporting CUDA, ROCm, and Metal for training and inference.

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Glean builds enterprise AI software that helps employees find company information, generate answers and automate work across business applications. Glean Assistant answers questions grounded in company data, while Glean Agents lets teams create, use and manage agents through natural language. More than 100 connectors bring workplace data into the platform. Employees can trace answers to source documents, with retrieval respecting their access permissions.

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Glow coordinates funding for solar infrastructure through a blockchain protocol and crowdfunding platform. Solar developers participate in its subsidy system, while community members use Glow Launchpad to help fund installations. Participants can delegate GLW tokens to influence which farms receive support and which regions benefit. Its Watts feature lets contributors track their share of the solar capacity they helped fund.

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Good Collective designs, builds and launches digital products for startups, not-for-profits, private companies and government agencies. Its services combine product management, strategy, digital design and engineering, with an emphasis on accessible, user-centered products and services. It works as a delivery partner, helping clients build teams as well as the products and services those teams deliver.

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Goodfire develops tools and research to understand how AI models work internally and change their behavior. Its Silico interpretability agent helps AI teams investigate learned features, debug unexpected predictions, and replicate research on their own models and datasets. Given a research goal, Silico plans experiments, runs work across computing nodes, monitors progress, and returns inspectable results. Its tools include probes, sparse autoencoders, causal analysis, and data attribution, with applications spanning language models, life sciences, robotics, and vision.

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Google builds search, AI and cloud products for consumers, developers and businesses. Its Gemini models serve applications through APIs, while Gemini Enterprise lets organizations build agents, automate processes and connect enterprise systems. Gemma offers smaller models that run on local devices. Google’s YouTube platform lets creators upload and share videos across long-form content, Shorts, livestreams, music and podcasts. Ask YouTube uses Gemini to answer questions about videos, summarize their contents and navigate to relevant moments.

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Google’s advertising business helps businesses reach customers across Search, YouTube and other Google properties. Google Ads offers Search campaigns for purchase intent, Shopping ads for retail inventory, and YouTube video campaigns for awareness and engagement. Performance Max combines multiple Google channels in one AI-powered campaign, while App campaigns help developers acquire and re-engage users. Advertisers can pursue sales, leads, store visits or app installs.

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Google Photos is Google’s photo and video service for backing up, organizing, searching, editing and sharing personal libraries. Available on Android, iOS and the web, it helps people find memories by person, place or subject and share albums with contacts who do not use the app. Magic Eraser removes distractions, Photo Unblur sharpens blurry images, and the Create tab offers collages, photo styling and image-to-video tools.

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Gradient built cloud infrastructure for enterprises to customize and deploy specialized language models, then became DeepSky, an AI agent for researching, planning and analyzing business problems. Its original platform supported deploying multiple models and charged for resources used. In 2023, investor Wing reported more than 20 enterprise clients and thousands of users. DeepSky shifted the product toward business users, including investors, combining multi-step research, quantitative analysis, retrieval and tool use across the web and internal systems.

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Gradium AI builds voice models and infrastructure for developers and enterprises creating conversational applications. Its APIs provide streaming speech recognition and synthesis, voice cloning, and real-time translation, supporting uses from customer support to game characters. Gradium Translate handles speech-to-text and speech-to-speech translation across English, French, German, Spanish and Portuguese. Gradbot, its open-source prototyping framework, coordinates speech recognition, language-model inference and speech synthesis through a Rust engine that manages turn-taking and interruptions.

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Granola makes an AI notepad for professionals handling interviews, sales calls and other meetings. It transcribes computer audio without sending a bot into the call, combining conversation context with users’ own notes to produce structured notes and action items. Calendar Briefs help users prepare for external meetings, while Granola Chat answers questions across meeting history. Shared Spaces let teams organize conversations and control access; personal and enterprise APIs and an MCP connector make those notes available to other tools.

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Grit built AI agents to help software teams maintain and modernize existing codebases, including dependency upgrades, framework migrations, and refactoring. Developers specified tasks and received pull requests they could review and refine through feedback. Its GritQL language lets developers search and transform source code with declarative patterns, create custom lint rules, and apply automatic fixes across languages including JavaScript, TypeScript, Python, and Go.

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Groq operates an AI inference cloud for developers and enterprises running AI models. Its platform combines three layers: GroqMetal supplies dedicated bare-metal infrastructure, GroqCore adds a production inference stack, and GroqAssured adds enterprise governance and auditability. Customers can control dedicated computing capacity or use the inference stack without managing the underlying infrastructure themselves.

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Growth Cyber helps AI startups with security and compliance. Its documented offerings include virtual chief information security officer (vCISO) services for SOC 2 preparation and foundational security programs. In its 2025 newsletter, it also offered AI Security Gap Assessments, combining codebase vulnerability scanning with manual review against OWASP guidance for agentic threats and large language models.

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Gru.ai offers an AI personal assistant in private beta, accessed through Telegram for work and everyday tasks. Its advertised capabilities include managing calendars, sending emails, handling WeChat and Feishu messages, and searching and booking flights and hotels. For developers, Gru can review GitHub pull requests, write code, run tests and create pull requests through the same messaging interface.

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Guardrails AI builds software for validating and testing AI applications. Its open-source Guardrails framework lets developers check LLM interactions for personal information leaks, hallucinations, jailbreaks and application-specific policy violations. It supports chatbots, retrieval-augmented generation pipelines and agent workflows, with deployment in a customer's cloud or on-premises. Snowglobe complements runtime validation with simulation testing: teams can exercise conversational agents against varied user personas and scenarios before production, then export those scenarios into evaluation datasets.

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Gumloop builds a platform for employees to automate business workflows and create AI agents without writing code themselves. Gumloop Agents connects to business applications and runs in Slack, Microsoft Teams and email, letting teams share automations for tasks such as prospect research and CRM updates. The core platform supports workflow building and agent orchestration, while Gumstack gives security teams visibility into data use and tool calls across Gumloop and external agents, including those in Claude Code, ChatGPT and Cursor.

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Haize Labs builds AI agents for enterprises handling mission-critical work. Its proprietary Reliability Harness combines tailored agent workflows and post-trained models with supervisor models, simulation testing, adversarial testing, runtime guardrails, and annotation tools. These capabilities help teams test behavior before deployment, monitor agents during operation, and refine performance using human feedback. Its Verdict framework lets developers compose multiple LLM judges into evaluation systems that combine reasoning, verification, debate, and aggregation.

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Halluminate builds RL environments, datasets and evaluations that foundation-model labs and enterprises use to train and test computer-use AI. Its financial-services focus covers investment banking, private equity and consulting workflows. Managed sandboxes let teams practice tasks without affecting live systems, while expert annotations help identify agent failures. Its Westworld Finance Diligence Bench evaluates acquisition diligence through 88 problems drawn from anonymized private transactions, combining desktop applications and structured tools with expert-written tasks.

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Harvey builds AI for legal and professional services, helping law firms and corporate legal teams analyze contracts, conduct due diligence and manage litigation workflows. Custom agents execute multistep work such as contract drafting and document review, while Shared Spaces lets teams coordinate with external partners. Review Table supports structured extraction and analysis across up to 10,000 documents at a time.

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Heroku is Salesforce’s container-based cloud platform for developers to deploy, manage, and scale applications without maintaining servers. It serves startups and enterprises, combining application hosting with managed data services: Heroku Postgres, Heroku Key-Value Store, and Apache Kafka on Heroku. Heroku Connect synchronizes Salesforce and Postgres data bidirectionally, letting developers read and write Salesforce data through SQL. Customers can scale resources and pay for what they consume.

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Hey AI explains AI developments in plain English through a weekly LinkedIn newsletter and YouTube channel. Its written analysis and videos help readers and viewers understand AI news without needing a coding background. Its audience includes developers, technology executives, linguists and retirees, with coverage spanning general AI developments and language technology.

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HeyGen develops AI video creation and localization tools for creators, educators, and businesses producing marketing, training, and sales content. Its Avatar V model generates digital presenters from a short recording, while Video Agent turns prompts into videos and AI Studio provides script-based editing and team collaboration. Video Translation combines voice cloning and lip synchronization across more than 175 languages and dialects, helping users adapt existing footage without recording it again. Developer APIs expose video generation, translation, and lip synchronization for integration into other products.

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HiddenLayer builds security software for enterprises and governments deploying predictive, generative and agentic AI. Its AI Security Platform helps security teams inventory AI assets, scan models for supply-chain risks, test defenses through adversarial attack simulation and monitor applications at runtime. Developers can integrate these controls into CI/CD and MLOps workflows. Its Agent Harness Security extends runtime controls into AI coding agents through native hooks, allowing teams to redact secrets, detect prompt injection and block unsafe commands within each agent platform’s enforcement capabilities.

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Higharc develops AI software that connects home design, sales, estimating and construction. Homebuilders can create and configure plans, offer buyers shoppable 3D visuals, and generate permit-ready construction documents. Plan changes and buyer selections automatically update lot-specific estimates, documents and marketing assets. Its AI Estimating product extends this work to building-materials distributors, with US LBM announced as its first partner in 2026. AutoTranslate AI combines vision models with deterministic construction logic to convert floorplan images into 3D spatial models and material quantities.

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Hinge Health provides virtual physical therapy and personalized care for joint and muscle pain. Its app combines guided exercises with a care team that includes physical therapists, health coaches and orthopedic specialists. Members receive movement feedback and exercise plans that adapt to their symptoms. The company also offers pelvic floor therapy and Enso, an FDA-cleared device for drug-free pain relief.

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Hippocratic AI builds conversational voice agents for healthcare providers, payers and life-sciences companies. Its agents handle patient intake, scheduling and chronic-care follow-up; they do not diagnose or prescribe. Nurse Co-Pilot supports admissions, discharge education and documentation, while the Healthcare AI Agent App Store lets licensed clinicians create and deploy custom agents. Its Agentic Orchestrators coordinate teams of voice agents for workflows such as readmission prevention and clinical-trial enrollment, determining which agent contacts each patient and when.

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HoneyHive builds an AI agent observability and evaluation platform for engineers, enterprise platform teams, and domain experts. Users can inspect tool calls and agent trajectories, score behavior with LLMs, code, or human feedback, and turn production failures into regression datasets. Experiments compare agent versions, while monitoring connects evaluations to live traffic. The platform supports managed SaaS, hybrid deployment with traces and evaluations in the customer’s cloud, and fully self-hosted operation.

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Hud builds runtime intelligence software for engineering teams and AI coding agents. Its Runtime Code Sensor runs alongside production applications, capturing function behavior to help teams assess pull requests, detect regressions during rollout and investigate errors. Production context reaches developers through IDE extensions, agents through MCP, and CI/CD workflows, connecting code changes to how applications actually execute.

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Huge designs and builds digital products, commerce systems and customer experiences for enterprises. Its services span brand strategy, marketing, product development and AI adoption. Work includes AI-assisted Olympics schedule discovery for NBCU and commerce experiences for Big Green Egg. HugeOS connects staff, AI agents, knowledge and insights around client work, while Huge LIVE supplies market and cultural intelligence. Its Intelligent Twins create synthetic audiences to forecast behavior and simulate customer journeys; Asset Scaler automates content asset production.

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Humanloop built an enterprise platform for LLM evaluation, prompt management and observability, used by teams at Gusto, Vanta and Duolingo. Engineers and product teams could version prompts, compare model outputs and evaluate applications using human feedback, code and LLM judges. Its Flows tooling traced multistep applications, supporting debugging and evaluation of both individual components and complete workflows. The Humanloop platform is no longer available: its shutdown date was September 8, 2025.

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Huxe built a consumer AI app that turned email, calendars, news and personal interests into personalized audio briefings. Now discontinued, it helped listeners keep up with information while walking, exercising or doing other activities away from a screen. Morning briefings synthesized connected email and calendar information, while live stations tracked selected topics. Users could also request audio explanations of questions or subjects they wanted to explore.

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Hyperbolic provides GPU compute and AI inference for developers, researchers, startups and enterprises building AI applications. Its On-Demand GPUs, Reserved Clusters and Private Cloud let teams choose between usage-based instances, dedicated capacity with shorter commitments, and longer-term private infrastructure. Users can train and fine-tune models, run evaluations, and serve models through an OpenAI-compatible API. The platform connects customers to a global network of compute providers, with GPU options including H100, H200 and B200.

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Hyperspace develops a peer-to-peer AI network that lets participants run language models and contribute compute, storage or bandwidth. Its CLI, desktop tray app and browser client provide different ways to participate: browsers use WebGPU and WebLLM, while installed clients support native GPU inference and Ollama integration. Developers and node operators can generate text, create embeddings for semantic search and provide distributed storage.

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IKEA offers affordable furniture and home furnishings that help people equip their homes, alongside food and retail services. Its self-assembly products use flatpack packaging to reduce transportation costs and damage. IKEA operates as a franchise system comprising companies with different owners: Inter IKEA Systems B.V. owns the IKEA Concept and acts as worldwide franchisor, while franchisees sell the product range.

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Imbue builds tools for an open agent ecosystem in which people can understand, modify, and verify their agents. Its developer tools include Sculptor, an extensible workspace for parallel coding agents; Blueprint, a planning copilot; and Latchkey, a credential layer for local agents. Developers can also use mngr to run coding agents in parallel and Vet to catch their mistakes. In 2026, Imbue shifted toward smaller teams shipping multiple open software projects, building on Sculptor’s release and continued use.

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incident.io builds a software reliability platform for engineering, product and support teams to investigate failures, coordinate responses and keep customers informed. On-call routes alerts and manages rotations; Response brings role assignments, automated workflows and AI call transcription into Slack and Microsoft Teams; Status Pages communicates incident updates to customers. Investigations works alongside responders from incident declaration through resolution, presenting hypotheses linked to evidence and updating its analysis as new information arrives.

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The Incubator for Artificial Intelligence (i.AI) builds AI tools for UK government teams. Consult identifies themes across public consultation responses and maps individual responses to them, helping analysts focus on interpretation. Access was waitlisted in 2026, with a full cross-government rollout planned for 2027. Lex indexes legislation, explanatory notes, amendments and case law, making those materials searchable through an OpenAPI backend and an MCP server.

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State of Data is Sean Cai’s independent publication and recurring analysis series about AI training-data markets, post-training and reinforcement-learning environments. It combines market commentary with practical writing for human-data companies, including a guide to building a human-data startup. Readers can explore how data collection, quality assurance and evaluation design affect the usefulness of training data.

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Inngest provides durable execution infrastructure for developers building background jobs, event-driven workflows and AI agents. Its SDK adds steps to existing application code that retry independently, pause for input and resume without restarting completed work. Developers can configure per-tenant concurrency, rate limits and throttling, then inspect and replay executions. Inngest Insights supports SQL queries over execution data, while Agent Evals adds scoring and experiments tied to agent outcomes. The platform supports local execution and Inngest Cloud, with application code deployed on servers or serverless infrastructure.

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Insight Sciences builds AI tools and custom solutions for market research teams and brands. Its Research Replay platform turns completed surveys, interviews, focus groups, and audience studies into reusable synthetic audiences. Researchers can ask follow-up questions and test concepts omitted from the original study. The platform supports directional exploration, helping teams decide where additional human research is needed.

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Instacart operates a grocery marketplace for delivery and pickup and supplies technology for retailers’ online and in-store operations. Storefront Pro powers retailers’ own digital grocery stores, while FoodStorm connects online ordering with in-store food preparation. Caper Carts use AI to offer personalized shopping, savings opportunities and streamlined checkout. Its advertising business includes Carrot Ads, which lets retailers, marketplaces and commerce partners operate advertising businesses across their online and physical stores.

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Ionic Commerce developed tools for adding shopping capabilities to AI assistants. Its Python SDK exposed product search, while Ionic Langchain wrapped the SDK as a tool for custom LangChain agents. The integration was designed to let users request product recommendations and purchase products through an agent’s chat interface.

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Isadora & Co builds AI products and advises luxury and hospitality brands on customer-facing AI. Its wedding-venue platform, Bloom House, combines email drafting, marketing intelligence and a couple portal around one shared customer record. It reconciles identities across Gmail inquiries, Calendly bookings, HoneyBook contracts and manually supplied signals. Venue operators can draft replies in their own voice, track which channels produce bookings and give booked couples an AI concierge. Email drafts require human approval before sending.

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IT Revolution publishes books and articles and runs leadership programs for business and technology professionals working on software delivery, organizational change, and AI adoption. Its publications address practical tensions between innovation, operational stability, speed, and security. The paid Monthly AI Forum gives enterprise technology leaders online sessions combining experience reports, confidential questions and answers, and collaborative breakouts. Members can bring problems from their organizations, work through them with peers, and access summaries and shared resources.

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Iterate develops an AI-agent platform with a web dashboard, command-line tools and project-scoped APIs. Its main application, OS, brings together agents, repositories, secrets and event streams. Developers can run scripts against a project's capabilities and connect Claude Code through the platform's MCP server, providing programmatic access alongside the web interface.

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Jam makes bug reporting tools for product, QA, support, and engineering teams. Its Chrome extension captures screenshots and screen recordings with available logs, network requests, user events, and device details. Jam AI suggests titles, summaries, and reproduction steps, while integrations send reports to Linear, Jira, and Slack. Recording Links let customers submit recordings without installing software. Jam MCP gives coding agents access to recorded context; Jam CLI publishes agent-made videos for reviewing pull requests and walkthroughs.

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Jane Street is a quantitative trading firm and liquidity provider serving institutional clients across ETFs, equities, bonds, options and digital assets. It commits its own capital to trading and helps clients execute transactions and manage risk. Its electronic platforms include JX for access to proprietary US equity liquidity, JX-EU for European and UK equities, and JCX for digital assets, offering round-the-clock trading and daily net settlement.

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Jedi is Patrick Debois’s Belgian advisory practice focused on how AI agents change software development for individuals, teams, and organizations. Through independent advisory work, workshops, and public writing, Debois explores AI-native development and context engineering: how to turn everyday coding knowledge into guidance that agents can use.

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Jellyfish builds a software engineering intelligence platform that helps R&D leaders connect engineering work with business priorities. It combines data from engineering tools with business context to support planning, delivery and performance decisions. Its Allocation framework measures how engineering effort is distributed across features, infrastructure, bug fixes and other priorities in full-time-equivalent units, helping leaders assess capacity and investment. The AI Impact Dashboard, introduced in 2024, extends that measurement approach to the impact of AI coding tools.

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JoinIn AI builds Pulse, an AI assistant that participates in live meetings, transcribes conversations, tracks objectives and action items, and answers questions using meeting context. Available in desktop-browser beta, Pulse joins Zoom, Google Meet and Microsoft Teams calls or captures in-person conversations through a microphone. Pulse flags conflicting statements during discussions, and users can query transcripts, decisions and commitments afterward.

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Jointly developed Jointly AI Broker, an insurance brokerage platform for UK personal-lines brokers. Announced in 2026, it was designed to collect customer requirements, telephone insurers, gather and compare quotes, and deliver recommendations by phone or email. Its voice agents could navigate automated phone menus, wait for representatives and conduct multiple calls simultaneously, extending automation beyond a conversational assistant to the work of obtaining insurance quotes.

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JPMorganChase provides banking, lending, payments and investment services. Chase, its U.S. consumer and commercial banking business, offers personal banking, credit cards, mortgages, auto financing, investment advice, small business loans and payment processing. Consumers and businesses can use these services to manage money, finance purchases and accept payments, with access through branches, ATMs, mobile, online and telephone banking.

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K-Scale Labs developed open-source humanoid robots and software intended to make robotics accessible to developers and enthusiasts. Its early Stompy design was a four-foot humanoid with parts sized for a desktop 3D printer and a claw gripper for manipulating objects. K-Bot followed as a humanoid developer platform, with a public repository covering mechanical and electrical designs, operating-system integration and policy inference. The company also built tools for training control policies in simulation and transferring them to physical robots.

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Kalmantic Labs builds inference infrastructure and tools for software teams working with coding agents. Its two central offerings, jusInfer and OpenFactoryAI, are in beta. jusInfer routes jobs to suitable models; OpenFactoryAI runs locally and coordinates Claude Code, Codex and jusInfer-backed builders. It assigns code checking to a different vendor from the builder and records verification results in an append-only ledger, separating generation from verification while retaining corrections for subsequent work.

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Khan Academy is an education nonprofit offering free videos, articles, and mastery-based practice for students and teachers. Its courses span mathematics, science, humanities, and computer science, while Khan Academy Kids provides early learning activities for ages 2–8. Khanmigo adds AI tutoring and teaching assistance; Writing Coach gives students feedback throughout the writing process and lets educators see how their work develops. Teachers can assign lessons and practice, monitor skill mastery, and use the Khanmigo Assistant to find content through natural-language requests.

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Kilo Code builds an open-source platform for developers and engineering teams to plan features, write code, debug problems and review changes with AI agents. Kilo works across VS Code, JetBrains, the CLI and cloud environments, with access to more than 500 models, support for users’ own API keys and local models. Cloud Agents run tasks in isolated environments and return branches and pull requests; Teams adds centralized billing, usage analytics, model controls and role-based access.

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Klarity, now operating as Within, builds enterprise software that maps how employees work so teams can identify automation opportunities and equip AI agents with organizational context. Its Company Brain structures activities, decisions, approvals, and controls into a continuously updated map. Employees share their screens through a web app without installing software. Within MCP connects that context to existing AI assistants, while Skills Factory generates task-specific agent instructions based on the company’s actual workflows.

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KRAFTON is a South Korean game developer and publisher serving players across PC, mobile, and consoles. Its portfolio includes PUBG: BATTLEGROUNDS, PUBG MOBILE, BATTLEGROUNDS MOBILE INDIA, inZOI, and Subnautica 2. Beyond playing, PUBG MOBILE users can create maps through World of Wonder, introduced in 2023. The company reported that Subnautica 2 exceeded five million cumulative copies sold within 22 days of its 2026 early-access launch.

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LastMile AI built developer tools for creating, evaluating and deploying AI agents. Its mcp-agent Python framework uses Model Context Protocol to connect agents with tools and compose workflows such as routing, map-reduce and evaluation. The accompanying mcp-c tooling supports managed cloud deployment, including publishing agents as MCP servers. Its evaluation platform, AutoEval, lets developers label application data, fine-tune custom evaluators, measure response quality and build guardrails for LLM applications.

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LatchBio builds and deploys AI agents for biology, helping scientists, bioinformaticians, and computational biologists analyze experimental data. Its agent.bio sandbox lets researchers apply frontier models to sequencing data, spreadsheets, and TIFF files. Solution providers can offer customers white-labeled analysis for their kits, assays, and services. Alongside deployment, benchmarks.bio publishes reproducible evaluations of agents across single-cell biology, spatial biology, epigenomics, pharmacology, and biosecurity.

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Latent Space University teaches software developers how to build AI applications through AI for Engineers, a seven-part email course requiring only basic Python and REST API knowledge. Its lessons cover model APIs, retrieval-augmented generation, code and image generation, speech recognition, running and fine-tuning open models, and agents. Learners progress from building a chatbot to combining retrieval, transcription, image generation, and code tools in a single application.

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Laude Institute helps computer science researchers turn ideas into usable technology through grants and hands-on support. It operates as a nonprofit with a public benefit corporation operating arm, supporting open publication, open source, and open discourse. Slingshots provides fast grants and practical help for early-stage research, including compute, product strategy, and infrastructure. Moonshots supports longer-term research labs addressing problems such as scientific discovery, healthcare, and workforce reskilling.

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Lease End helps drivers buy their leased vehicles through an online platform for comparing loans, arranging financing, and completing paperwork. It handles title and registration work alongside financing, connecting the loan transaction with the administrative steps needed to become the car’s owner. Drivers can also choose optional GAP insurance and vehicle service contracts.

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Legora builds AI software for law firms and in-house legal teams to research, review, draft and collaborate on legal matters. Legora aOS connects language models with firm documents, legal sources and workflow tools. Lawyers can conduct jurisdiction-aware research with structured citations, review documents in tables and search internal knowledge bases. Its product family includes Word and Outlook add-ins and Portal for client collaboration and delivery.

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Leibniz Labs is associated with Erik Meijer’s research into verifying AI-agent actions before execution. Meijer proposes having agents generate an inspectable computation rather than act directly, then checking that computation against formalized requirements. The approach addresses practical concerns such as unauthorized spending and information leakage.

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LemonSlice builds interactive AI avatars that add a visual layer to chatbots and voice agents. Developers can turn a single image into a talking, listening character, connect their chosen language model, voice provider and knowledge base, and deploy through an API or website widget. Applications include tutoring, customer support, entertainment and physical installations. LemonSlice Lite targets consumer avatar applications, while LemonSlice Pro provides higher-resolution characters for large-format displays.

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Lenses.io builds development and governance software for engineers and AI agents working with real-time data across Apache Kafka clusters. Its Operating Fabric combines data discovery, SQL exploration, stream processing, connector management and access controls. Developers can build and operate streaming applications through a UI, IDE, API or MCP, while platform teams manage permissions and auditing across multiple Kafka environments. The product family includes DevX AI for data exploration and application delivery, K2K Replicator for moving data between Kafka vendors, and open-source connectors for bringing data into and out of Kafka.

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Lexica developed an AI image search and generation platform that brings visual discovery and image creation into one interface. Users could browse images and prompts, learn from examples, and generate their own images with Lexica Aperture, its text-to-image model family. Its documented Search API lets developers search by text or supply an image URL for reverse image search, returning 50 image results in JSON.

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LexisNexis provides legal and business research, analytics, and workflow software for law firms, corporate legal teams, government agencies, and business professionals. Lexis+ with Protégé supports conversational research, document analysis, drafting, and review, combining legal content, organizational documents, and Shepard’s citation intelligence. Lexis Create+ brings legal drafting into Microsoft Word, while Nexis provides news and company information for business research.

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Lindy builds AI assistants that carry out work across a company’s applications. Lindy Teammate gives employees private assistants in Slack DMs and a shared assistant in channels. Teams can draft emails, schedule meetings, query meeting recordings, create presentations, and run recurring reports. Connections include Gmail, Notion, HubSpot, and MCP servers; actions with outside impact, such as sending email or updating tickets, wait for a named approver.

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LiveKit provides open-source infrastructure and a cloud platform for developers building voice, video, and physical AI agents. LiveKit Agents handles speech processing, turn-taking, and model integration, while client SDKs and telephony services connect agents to web, mobile, and telephone users. Developers can build customer-support agents, multimodal assistants, and robotics applications using managed LiveKit Cloud or self-hosted infrastructure with the same APIs and core capabilities. Its broader platform includes inference routing and observability tools for examining conversations through session replays, traces, and transcripts.

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Locally AI lets iPhone, iPad and Mac users run language and vision models on their own devices. Users can download models including Llama, Gemma, Qwen and DeepSeek to ask questions, generate text and analyze images. On-device inference works offline after download, without a login. Locally AI also offers local voice conversations, customizable system prompts and Apple Shortcuts integration for automating tasks.

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Los Alamos National Laboratory conducts national security research, particularly nuclear weapons development and stockpile stewardship, alongside work in supercomputing, materials science, bioscience, renewable energy and space exploration. Located in northern New Mexico, it is part of the U.S. Department of Energy’s national laboratory system under National Nuclear Security Administration oversight. Businesses can connect with its researchers and technical expertise through the Richard P. Feynman Center for Innovation, while New Mexico LEEP pairs deep-tech entrepreneurs with laboratory mentorship and resources through a two-year fellowship.

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Lovable builds an AI development platform that turns natural-language instructions into web applications with editable code. Founders, designers, marketers, and engineering teams use it to create prototypes, customer-facing products, and internal tools. Lovable Cloud provides a built-in backend for data storage, authentication, and service connections; Lovable AI adds prompt-driven AI features. Teams can publish applications through Lovable or sync their code to GitHub or GitLab for their own deployment workflows.

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Luma AI builds models and software for generating and editing visual media. Its Ray video models turn text and images into clips, transform existing footage, and support keyframe direction and HDR output. UNI handles image generation and editing with reference images and natural-language instructions. In Luma App, creative agents plan, generate and refine work across video, images and audio, sharing project context across teams. Developers can integrate the models through APIs, while advertising, film and gaming teams use the tools for campaigns, sequences and production workflows.

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Luminal builds an open-source inference compiler and cloud infrastructure for AI researchers and engineering teams running custom models. Its compiler integrates with PyTorch and turns models into optimized accelerator code, reducing the manual work of preparing models for production. Luminal Cloud offers managed serverless inference with automatic batching and scaling to zero; licensed deployments let organizations run on their own infrastructure. The platform currently invites early-access signups.

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Lux Capital is a venture capital firm that funds founders building businesses across physical, computational and life sciences, including AI, biotechnology, robotics and defense. It provides investment capital and company-building support from early formation through later growth. Lux Labs, launched in 2024, helps scientists and technologists turn research into companies through intellectual-property negotiations, incorporation, financing, recruitment and early operating guidance.

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Lyft operates a transportation platform offering rideshare, taxis, private hire vehicles, executive chauffeur services, car sharing, bikes and scooters. Riders use its services for everyday commutes and other journeys, while drivers earn money providing rides.

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M87 Labs builds Moondream, a family of vision-language models for developers creating applications that interpret images. The models answer visual questions, generate captions, detect objects and segment image regions. Lens provides fine-tuning through an API, while Photon runs inference locally and Moondream Cloud offers hosted inference. Developers can adapt models to their own data and deploy across cloud servers, workstations and edge devices.

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Machinecraft designs and manufactures vacuum forming and thermoforming machines for manufacturers of automotive components, packaging, sanitaryware and industrial parts. Its PF1 Series forms heavy-gauge products such as vehicle panels and bathtubs, while FCS Series roll-fed systems integrate forming, cutting and stacking for food and medical packaging. Its range also includes automatic multi-station equipment, twin-sheet machines for hollow parts, and IMG and TOM systems for automotive interior surfaces and decorative film lamination.

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Manufact builds developer tools and cloud infrastructure for connecting software to AI agents through the Model Context Protocol (MCP). Its open-source mcp-use SDK supports Python and TypeScript, helping teams build servers that expose tools and data, plus apps with interactive charts and forms inside ChatGPT and Claude. Manufact Cloud adds deployment, authentication, monitoring, cross-client testing and marketplace publishing checks. Its Inspector lets developers test tools and examine protocol traffic before deploying.

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Manufactured helped consumer brands and merchants design, source, manufacture and finance physical inventory, combining sourcing, production management and supply chain services. Its platform covered orders, quality, logistics and purchase order financing. Its later MFD.ai offering advertised AI agents for finance, procurement, credit underwriting and inbound sales: handling invoices and collections, issuing purchase orders, coordinating shipments and qualifying leads. An Agentic Builder connected business data and workflows with human review, role-based access and audit trails.

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Manus builds general-purpose AI agents that research, analyze data, write code and deploy applications for individuals and business teams. Users can build full-stack web apps with databases and payments, or produce research, slides and charts. Its Team plan adds shared projects, integrations with tools such as Google Calendar, GitHub, Notion and Slack, and administrative controls. Per-seat subscriptions pool usage credits across a team, with additional credits available to purchase.

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Mastercard operates a global payments network and provides technology for consumer and commercial payments, money movement, open finance and fraud prevention. Its services support financial institutions, merchants, businesses and governments. Mastercard Wallet Services gives banks, fintechs, merchants and digital platforms tools to add contactless payments to their apps. The offering includes software development kits and a Secure Element applet for Android and iOS, allowing partners to build wallet capabilities without managing separate integrations or EMVCo certifications.

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Maven Clinic provides virtual healthcare for women and families, spanning fertility, maternity, parenting, pediatrics, menopause and midlife. Maven Enterprise combines care programs with benefits management for employers and health plans. Its Maven Managed Benefit platform lets members access fertility education and coaching alongside updates on benefits and costs. A nationwide direct-to-consumer platform launched in 2026 offers GLP-1 care and hormone care, including ongoing clinical support, plus virtual appointments across more than 30 specialties, including OB-GYN, mental health and nutrition.

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McKinsey & Company is a global management consultancy serving private, public, and social-sector organizations. Its services span strategy, operations, organizational change, finance, and technology. QuantumBlack, AI by McKinsey combines data science, engineering, design, and AI strategy to help clients put machine learning, generative AI, and agents into business workflows. Applications include predictive maintenance, biopharma research, supply chain optimization, and customer service.

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MCP Apps extends the Model Context Protocol so tools can return interactive interfaces inside AI conversations. It is a protocol project, not a standalone company. Developers use its specification and ext-apps SDK to build dashboards, forms, document viewers and other interfaces for compatible hosts. Users can explore data, configure deployments, review documents and monitor live metrics without leaving the conversation. The SDK supports app developers, server authors and developers embedding these interfaces in AI clients.

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PyTorch is an open-source deep learning framework for researchers and developers building and deploying AI models. Its Python-native design and dynamic computation graphs support experimentation across language, vision, reinforcement learning and generative AI. Developers can train models across CPUs, GPUs and other accelerators, including distributed systems; ExecuTorch extends the ecosystem to on-device model execution.

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Method Financial provides APIs that let lenders, fintechs and financial institutions connect consumer debt accounts, retrieve current liability data and make repayments. Its infrastructure supports refinancing, balance transfers and personal financial management. Card Connect links credit cards to services such as Bilt Rewards, while Payment Instruments gives verified liability accounts dedicated routing and account numbers so lenders can pay creditors through their existing ACH or wire rails and track payment status.

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Midjourney develops AI tools for creating and editing images from text prompts and visual references. Available through its website and Discord, Midjourney helps artists explore ideas and generate variations before committing to a finished design. Users can adjust composition and style, personalize generations with moodboards, and refine existing images. Its experimental V8.2 image editing model supports instruction-based changes, up to four reference images, edits to selected regions, and expansion beyond an image’s original boundaries.

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Mindmakers develops AI-powered personalized learning for individuals, businesses, and vocational education. Its advertised Agentic Engineering course targets developers, tech leads, CTOs, founders, and teams learning to build and maintain software with AI agents. Learners choose their own project, work in a real terminal and repository, and receive an adaptive curriculum and AI tutoring that responds to their starting level.

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MIT Media Lab develops technologies and research at the intersection of computing, art, science, and design, spanning AI, sensing, education, and human creativity. Its corporate membership program gives organizations access to exploratory research and opportunities to bring business problems to researchers. Its contributions include Scratch, a programming language and online community developed by its Lifelong Kindergarten group, where young people create and share stories, games, and animations. Scratch launched in 2007; its team moved to the separate nonprofit Scratch Foundation in 2019.

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Mixedbread builds search infrastructure that helps developers supply applications and AI agents with relevant information. Mixedbread Search handles ingestion and retrieval across text, PDFs, images, audio and video in more than 100 languages. Developers can upload data and retrieve parsed content through an API, with Python and TypeScript SDKs and integrations for coding assistants. Its embedding and reranking models support retrieval and relevance scoring, while Toast 1 is a specialized search agent that breaks queries into subqueries, gathers evidence and returns context. Toast 1 can also work with existing search backends.

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Modular builds software for developers and enterprises to deploy AI across different hardware architectures. MAX is its model-serving framework, with an OpenAI-compatible endpoint and customizable models and kernels. Mojo provides a systems programming language for CPU and GPU programming; MAX’s kernels are written in Mojo. Modular Cloud offers managed inference through shared endpoints with per-token pricing or dedicated deployments on Modular’s compute or customers’ own infrastructure.

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monday.com builds an AI Work Platform for managing projects, customer relationships, service operations and software development. Its products include monday work management, monday CRM, monday service and monday dev. Teams organize work in customizable boards, connect workflows and automate repetitive tasks. monday vibe builds custom business apps, while Sidekick provides an AI assistant. Native agents can qualify leads, close support tickets and onboard employees under human supervision, using the platform’s existing permissions and governance.

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MongoDB provides a document database and data platform for developers building applications, while Voyage AI supplies embedding and reranking models for retrieving relevant information from documents, code, images and enterprise knowledge bases. MongoDB Atlas combines managed database services with search, vector search and native access to Voyage models. Enterprise Advanced offers self-managed deployment in cloud, on-premises or hybrid environments.

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Morph Labs builds Morph Cloud, infrastructure for running and developing AI agent applications. Its Morph Devboxes, powered by Infinibranch, give developers programmable, shareable virtual machines for coding agents, remote desktops, and web applications. Developers can manage environments through an API, interact with persistent agent sessions through SSH or a browser, and connect local editors. Devboxes can branch into hundreds of parallel replicas or scale to zero while preserving application and memory state.

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Mozilla builds Firefox, Thunderbird and open-source AI tools within a nonprofit-backed family of organizations. Its products span web browsing, productivity and AI infrastructure, while its foundation supports public-interest technology through research, advocacy and philanthropy. For organizations adopting AI, Thunderbolt, launched by Mozilla subsidiary MZLA in 2026, provides an open-source client designed to give them ownership of their data and AI infrastructure. The Mozilla Foundation owns and controls the family’s commercial businesses, connecting product development and commercial income to its nonprofit purposes.

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Mozilla.ai builds AI workflow software and open-source infrastructure for organizations and developers. Octonous lets people describe tasks for AI agents to execute across connected applications, review actions before they run, and schedule recurring work. Otari gives engineering teams a control plane for routing requests across LLM providers, enforcing budgets, and managing access. Available in hosted or self-hosted environments, it brings operational controls into one place instead of requiring teams to rebuild them for each application.

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Multinear provides AI strategy, implementation and optimization services alongside an AI evaluation platform for engineers and product managers. Its client work includes support chatbots with expert-reviewed guardrails, document question-answering for employee onboarding, and text-to-SQL dashboards for nontechnical teams. The software lets teams benchmark application changes and detect regressions across prompts, models, data and business logic.

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Muna compiles AI models into hardware-aware inference software for developers building AI applications. Its platform supports language, vision, audio and embedding models, with an OpenAI-compatible API for chat, embeddings, transcription and speech. Developers can serve compiled models on Muna’s GPUs, deploy them on their own infrastructure or run them directly on users’ devices. The platform lets developers choose where inference runs and prioritize latency, throughput or cost.

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Mutagent builds tools for engineers developing and operating AI agents. Its workflow connects agent building, evaluation, diagnosis and optimization: teams can turn operational context into an agent specification, scaffold an agent with evaluations, and derive test datasets from production traces. Mutagent Diagnostics identifies problems such as repeated agent loops, broken tool calls and ambiguous instructions, then proposes fixes for human approval.

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n8n builds a workflow automation and AI orchestration platform that connects business applications, internal tools, and AI models. Technical teams use it to automate tasks such as employee onboarding, security incident enrichment, and sales analysis. Its visual workflow editor supports JavaScript and Python for custom logic, while multi-agent orchestration lets AI systems coordinate decisions and trigger downstream actions. Users can choose a hosted service or deploy n8n on their own infrastructure.

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Namespace provides managed infrastructure for software teams and AI coding agents to build, test, and run code across macOS, Windows, and Linux. Devbox environments let users connect an IDE, capture screens, run iOS simulators, and execute agents or parallel tests on ephemeral or persistent compute. Its GitHub Actions runners integrate with existing workflows, while Bazel Remote Execution distributes build and test actions across workers and exposes execution reports through a UI and an API.

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Nearform is a global engineering consultancy that builds custom software, platforms, and data and AI systems for enterprises, including organisations in complex, regulated industries. Its work spans strategy, design and delivery. For banks, this includes automating anti-money-laundering remediation with human oversight, supporting personalised wealth management and modernising legacy infrastructure. Its AI-native engineering approach pairs senior product, design, data and engineering teams with AI agents and embeds engineers in clients’ business and technology environments.

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Nebius provides cloud infrastructure for building and running AI systems. Its AI cloud platform spans data preparation, model training and tuning, and production deployment, serving individual developers, research organizations, software vendors and enterprises. Customers use its infrastructure across fields including healthcare, robotics and financial services. Nebius is headquartered in Amsterdam and listed on Nasdaq as NBIS.

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NeoCognition develops self-learning AI agents intended to become specialists in the environments where they work. Its approach centers on learning a world model of work: the structure, workflows, and constraints of a particular environment. The goal is to let agents acquire expertise through experience, making specialized capabilities available to more people and organizations.

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Nereu is a game-creation platform for people who want to turn game ideas into playable worlds without concentrating on programming and engine tooling. Its editor presents natural-language prompts for tasks such as adding a moving monster, changing a scene to nighttime or creating a first-person player. Alongside these prompts, creators can work with basic shapes, lighting, an asset library and a scene graph.

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New Computer developed Dot, a personal AI companion offered through an iOS app for reflective conversation and personalized guidance. Users could communicate through text or voice, seeking career advice, recommendations, or help thinking through everyday challenges. Designed for young adults navigating uncertainty, Dot used long-term memory to adapt its responses as conversations accumulated. The app offered free usage and a paid subscription tier.

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New Enterprise Associates (NEA) is a global venture capital firm that provides investment capital to technology and healthcare businesses, from seed stage through IPO. Its fund family includes NEA 19, focused primarily on seed and early-stage investments, and NEA 19 Venture Growth Equity, targeting later-stage and growth businesses. These funds serve entrepreneurs at different stages of company development and receive backing from institutional limited partners, including Japan Investment Corporation.

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New Generation (New Gen) builds commerce infrastructure for retailers serving human shoppers and AI agents. Its Kepler platform combines three products: Conversational Storefronts adds natural-language shopping to a retailer’s website; Agent Storefronts structures product content for AI systems; and AI Insights tracks customer and agent interactions, questions and intent. The platform runs alongside existing e-commerce systems, letting brands add these capabilities without replacing their storefronts.

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News Corp publishes journalism and books and provides professional information and digital real estate services. Dow Jones, including The Wall Street Journal, serves news readers and business professionals; HarperCollins publishes books, while Move’s Realtor.com lets people browse property listings. Its businesses span consumer subscriptions, professional information, advertising and content licensing, with principal operations in the United States, Australia and the United Kingdom.

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Nori provides cloud infrastructure for teams running AI agents to develop software and automate operational work. Nori Sessions combines on-demand workspaces with scheduled and webhook-triggered tasks, Slack and Discord access, and organizational context. Teams can use agents to investigate alerts, prepare pull requests, maintain documentation, and answer internal questions. Sessions support coding agents such as Claude Code, Codex, and Gemini CLI, while giving people terminal and editor access to inspect the work.

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Normal Computing builds AI software for semiconductor engineering and develops thermodynamic computing hardware. Normal EDA helps chip verification teams turn design specifications into test plans, trace tests to their source requirements, and refine results through engineer feedback. It integrates with existing simulation environments, including VCS and XCelium. The platform uses autoformalization: combining language models with formal logic to translate specifications into mathematical representations. Alongside this software, its Carnot hardware program uses Normal EDA to develop silicon IP for AI workloads.

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Northwestern Mutual provides insurance, financial planning and wealth management for individuals, families and businesses. Its offerings include life, disability income and long-term care insurance, annuities, investment brokerage and advisory services. Clients work with financial professionals to combine protection and investments, plan for retirement and adjust their financial plans as their circumstances change. They can purchase individual products, pay for planning or have an advisor manage investments.

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Notable Capital invests in technology companies from their earliest stages through exit, backing founders building in areas including AI, infrastructure and cybersecurity. Its investors and platform team help startups recruit, reach buyers, develop leadership teams and accelerate engineering work. N1 supports early-stage startup growth, while the NextGen AI Fellowship is a summer program for future founders. Its portfolio includes Vercel, Patronus AI, Drata and Handshake.

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Notius Labs is an independent consultancy helping healthcare technology companies build and deploy AI applications. Its consulting services focus on incorporating domain expertise into LLM applications, designing practical evaluations, and monitoring performance after deployment. The work translates clinical and institutional knowledge into prompts, evaluation methods, and system architecture, helping teams move from AI pilots to products used in operational workflows.

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Nx builds developer tools for teams managing related software projects in a shared repository. Its open-source Nx platform maps project relationships, coordinates tooling through plugins, and reuses cached task results. Nx Cloud extends that workflow with shared remote caching and Nx Agents, which distribute CI tasks across machines. Its Self-Healing CI diagnoses failures and proposes fixes for developers to review, with optional automatic application of high-confidence fixes.

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OctoAI built infrastructure for developers to run, customize and scale AI applications. Its hosted inference APIs supported language models, while OctoStack brought model serving, customization and asset management into customer-controlled cloud and on-premises environments. This let businesses deploy models alongside their own data. The company identified Apate.ai, Otherside AI, Latitude Games and Capitol AI as platform users; Apate.ai used OctoStack to run multilingual conversational models for combating telephone scams.

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Ogilvy provides advertising, public relations, customer experience, health marketing and consulting services for brands and businesses. Its teams develop brand strategies, create campaigns and deploy advertising technology. Ogilvy One combines creativity, data and AI in customer relationship services, including mobile apps, websites, commerce and loyalty programs. Ogilvy Health serves pharmaceutical and biotechnology companies, medical centers, payers and wellness brands with services spanning medical education, communications and customer engagement.

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OLIVER builds and operates marketing capabilities inside clients’ organizations, helping brands create content through dedicated in-house teams. Its AI Inside offering combines creative talent, training and technology. Teams use AI agents to automate repeatable tasks and scale production, with brand-specific rules grounding outputs in business goals and customer needs.

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Ollama provides software for developers to run open models on their own computers or access larger models through Ollama’s cloud. Its app and API let developers build AI applications, while integrations connect models to coding tools including Claude Code and Codex. Local execution keeps data on the user’s machine; cloud execution provides access to models that would not fit on a personal computer. Modelfiles let developers create and share customized models, specifying prompts, runtime parameters and adapters.

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Omnara builds an open-source agent control plane for developers creating internal tools and customer-facing AI products. Its API manages agent execution and state while developers choose models, tools, machines, and user interfaces. Teams can also interact with agents through a dashboard or Slack. Released as open-source software in 2026, the control plane extends Omnara beyond its earlier product for accessing Claude Code sessions across terminal, web, and mobile.

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Onlay builds AI agents for dental revenue cycle management, helping dental practices and dental service organizations handle insurance billing within existing practice software. Its platform checks eligibility and benefits, creates and submits claims, gathers clinical attachments, follows up with payers, and posts and reconciles payments. The automation addresses repetitive administrative work between providing treatment and collecting payment.

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Fish Audio builds text-to-speech, voice cloning and speech-to-text tools for creators, developers and enterprises. Users can turn scripts into video narration and audiobooks, create character voices for games, and add spoken responses to customer-support agents. Its web tools and APIs provide control over emotion and delivery, while enterprise deployment options include self-hosting for teams that want control over their infrastructure and data.

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OpenClaw is an open-source personal AI agent platform that runs on users’ own infrastructure. It connects assistants to WhatsApp, Telegram, Slack and other messaging apps so people can manage email and calendars, automate browser tasks, and work with files and shell commands. Users can connect hosted or local models while keeping agent state on their machines. Persistent memory carries preferences and project context between conversations, while plugins and skills extend what the assistant can do.

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OpenClaw is an open-source agent platform that runs on a user’s own infrastructure and connects a personal AI assistant to existing messaging apps, including WhatsApp, Telegram, Discord, Slack and Teams. Users can deploy it on a laptop, homelab or virtual private server. Its ecosystem includes ClawHub, a community for sharing agent skills, while developers can extend the platform with skills, channels and tools.

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OpenCode builds an open source AI coding agent that helps developers write code in their terminal, IDE or desktop app. It supports 75+ model providers, including local models, and lets developers run multiple agents on the same project. Its model services include Zen, a curated selection tested for coding agents, and OpenCode Go, a subscription that also works with other agents. Developers can choose models within the same coding interface, while teams can embed OpenCode’s agent server separately from its user interface.

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OpenGov builds cloud software for U.S. cities, counties and state agencies. Its Public Service Platform connects budgeting, accounting, procurement, permitting, asset management and workforce operations. OpenGov ERP includes human capital management, linking hiring and payroll with budgets and financial data. The platform uses a common data model across departments, while OG Assist helps staff find information, understand data and prepare actions for review within their existing permissions. Permitting tools analyze plans against applicable codes and flag issues for human reviewers.

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OpenProse builds open-source infrastructure for ongoing AI work. Its Prose language lets developers write Markdown contracts that declare inputs, responsibilities and conditions to maintain, then run them inside coding agents such as Claude Code or Codex. Developers can compose skills, tools and subagents into workflows, with ProseScript available for explicit control flow. The language is MIT licensed and designed to work across compatible agent harnesses.

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Orbis Operations builds software and provides services for defense and intelligence work, serving the US government, allied nations and commercial enterprises. Its three complementary products connect information to analysis: Catalyst governs data access across distributed systems and sensors; Pulse acquires, triages, enriches and processes data through a single API; and Discovery supports AI-assisted intelligence production. Each works independently, while together they form the Common Operational Data Architecture.

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Orbital builds AI software for commercial real estate legal work, serving law firms, in-house legal teams, developers and property portfolio managers. Its Copilot combines document understanding, spatial mapping and legal reasoning to produce lease abstracts, title reviews and covenant summaries. The broader platform connects transaction documents with property data, helps teams turn findings into negotiated language and signature-ready documents, and coordinates lawyers, owners, lenders and advisers around a deal.

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Oxylabs provides infrastructure for collecting public web data at scale, serving AI developers and businesses working in e-commerce, marketing intelligence and cybersecurity. Its products span proxy networks, Web Scraper API, Fast Search API, browser automation and custom datasets. Users can retrieve parsed website data, supply search results to AI workflows, and gather data for model training and retrieval-augmented generation. AI Studio adds a no-code interface for collecting web data through natural-language prompts.

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Palo Alto Networks provides cybersecurity products for enterprises and governments across networks, cloud environments, AI and identity. Its portfolio includes hardware and software firewalls, Prisma SASE for secure access, Cortex for cloud security and security operations, and Unit 42 threat intelligence. The company also offers incident response services. Strata Cloud Manager lets administrators manage firewalls and Prisma Access deployments through one interface, while subscriptions enable additional firewall features and cloud-delivered protections.

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Patho.ai develops generative-AI software and hardware for drug discovery, aiming to connect computational predictions with automated chemical synthesis. Its research portfolio includes Navi Cell, an AI-designed small-molecule inhibitor targeting AP2A1 cellular senescence; Patho Kappa, a targeted protein degrader for neurodegenerative diseases; and Syntho Core, an immune-modulator using graph alignments. These are development projects, with work spanning molecular design and potential treatments.

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Perpetual’s history centers on AI agents for operational work, followed by personalized family software. Its early virtual-colleague project, Teammates, connected agents to tools such as Snowflake, Airtable, and Slack for back-office tasks. The team later shut down Teammates and launched SuperDuper, which turned school emails, activity updates, and attachments into family dashboards. Parents could track schedules, registration deadlines, and permission slips, with related messages grouped into a shared view.

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PFF provides American-football player grades, statistics and analysis for fans evaluating players, preparing fantasy drafts and following the NFL and college football. Its PFF+ subscription includes Premium Stats 2.0, where users can compare players by position, filter by team and examine performance across passing, blocking, coverage and other facets. Fantasy offerings include rankings, a Live Draft Assistant and a Fantasy Mock Draft Simulator.

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Pfizer develops, manufactures and commercializes medicines and vaccines for patients worldwide. Its portfolio spans oncology, internal medicine, inflammation and immunology, and vaccines. Products include Prevnar pneumococcal conjugate vaccines, Comirnaty, an mRNA COVID-19 vaccine, and Eliquis for stroke prevention. Alongside drug discovery, Pfizer operates manufacturing and distribution infrastructure that brings treatments to healthcare systems across developed and emerging markets.

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Phaidra builds AI agents for data center operations, helping operators and technicians manage infrastructure supporting AI workloads. Phaidra Prism is an LLM-based assistant for identifying, prioritizing and troubleshooting operational issues. Phaidra Factory provides specialized agents to proactively monitor and optimize mission-critical infrastructure. Together, these products address cooling, thermal stability and the power available for computation.

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Philo Ventures builds and funds early-stage companies across technology, real estate and hospitality, helping founders move from an initial idea to first revenue. Its Connect program provides a community for exchanging ideas, while Explore offers two funded months for customer development, prototypes and feedback. Build pairs founders with design, engineering, go-to-market and legal support. Philo also provides first-check investment to founders within its residencies and those building independently.

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Physical Intelligence develops AI foundation models that let different kinds of robots follow instructions and perform physical tasks. Its π model family combines vision, language and robot actions, supporting work such as folding laundry, clearing tables and assembling boxes. Robotics teams can prompt models for particular tasks or fine-tune them for specialized applications. Its original π0 model uses flow matching to turn a pretrained vision-language model’s understanding into continuous motor commands.

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Pi provides an AI coding agent and toolkit for developers working in the terminal or building their own agent applications. Its coding CLI can read and edit files, execute shell commands, switch models mid-session, and resume or branch conversations. The toolkit separates a unified model-provider API, an agent runtime with tool execution and state management, and a terminal UI library. Developers can connect hosted providers or use local models through llama.cpp.

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Pieces builds an AI memory layer that captures desktop work context so developers and other knowledge workers can retrieve past information and prepare their next task. Pieces Desktop organizes research, chats, notes, and meetings into a searchable timeline, with memories stored on-device by default. Users can generate summaries or ask questions across their activity. Agentic Long-Term Memory follows threads through multiple retrieval and reasoning steps; Meeting Prep connects Google Calendar events with stored context to create pre-reads. The Pieces MCP Server makes that memory available to assistants such as Claude, Cursor, and Codex.

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Ping Labs builds AI applications and tools for developers and content creators. Its focus, under the T3 Tools name, is T3 Chat and T3 Code. T3 Chat provides conversations with third-party AI models and optional web search. T3 Code lets developers orchestrate Claude Code, Codex, OpenCode, Cursor and Grok from one interface using their existing subscriptions. The company also maintains UploadThing for file uploads, PicThing for background removal and Ping.gg for live HD video collaboration.

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Polar Signals builds Polar Signals Cloud, a continuous profiler that helps engineering teams understand where production software spends CPU time, allocates memory and uses GPUs. Its eBPF agent collects performance data without application code changes, while flame graphs and profile comparisons help developers locate bottlenecks and regressions. An MCP integration gives AI coding agents access to profiling data, connecting optimization suggestions to actual execution. GPU profiling covers NVIDIA CUDA workloads, including training and inference.

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Pomerium builds an open-source identity-aware proxy that lets teams control access to internal applications, servers and services. It checks identity, device state and request context, providing browser access without a corporate VPN client. Pomerium Core is the self-managed data plane; Pomerium Zero supplies a managed control plane while customers run Core in their environment. Pomerium Enterprise provides a self-hosted control plane with centralized configuration, role-based access controls and auditing. Its MCP gateway also handles OAuth authorization, token caching and injection for connections to MCP servers.

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Portia AI builds Rezonant, software for product teams at technology companies that connects customer feedback, company strategy and codebase context to product development work. Its product brain organizes information from tools such as GitHub, Linear and Slack into a shared wiki stored in GitHub. A product agent uses that context to write specifications, build prototypes and open pull requests, bringing people into Slack for decisions and approvals. Rezonant also supplies shared product context to coding agents.

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Position² provides growth marketing services and software to help businesses acquire customers, analyze campaigns, and create product visuals. Its paid marketing services span search, display, social advertising, sponsored emails, and media buys. Arena combines analytics software with managed data integration and dashboard customization, helping teams connect marketing activity to sales, leads, and revenue. It supports syncing across more than 60 platforms plus manual integrations.

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Postman provides a platform for developers and enterprises to design, test, document, distribute and monitor APIs. Its Postman API Platform combines an API client, mock servers, shared workspaces, automated testing and governance controls so teams can collaborate throughout development. Its AI capabilities build on this foundation: the API Catalog records APIs and services, while Postman’s AI Engineer operates on a Context Graph above that catalog. Its broader Agent Stack includes tools for access management, API gateways and agent operations.

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Prediction Guard builds an AI control plane that lets enterprises govern models, tools and agents inside their own infrastructure. Its platform combines prompt injection filtering, personal information redaction, factual consistency checks and policy enforcement. Agent Forge lets users create interactive or autonomous agents through APIs or natural language prompts and connect systems through MCP. For AI and platform engineers, OpenAI- and Anthropic-compatible APIs support existing development tools across self-hosted models and cloud endpoints.

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Privacera provides enterprise data access governance and AI agent security, bringing both together under Trust3 AI, its new brand and platform announced in 2026. Security, compliance, and engineering teams can discover agents, trace prompts and tool calls, create policies in natural language, and enforce runtime controls. Its purpose-based authorization scopes access to individual requests, with expiring grants and native enforcement in Snowflake, Databricks, and BigQuery.

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Programma Labs develops technology to make AI-generated software verifiable by humans and machines. Its focus is scalable human oversight: helping people oversee software produced by AI.

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Progress Software builds software for developing business applications, managing enterprise data and operating IT infrastructure. Developers use OpenEdge to build and run business applications, and Telerik and Kendo UI to create .NET and JavaScript interfaces. Its data products include MarkLogic for multi-model data management and DataDirect for connecting cloud and on-premises data sources. Agentic RAG provides retrieval as a service, giving AI agents access to information across unstructured data formats. Chef supports infrastructure automation, while MOVEit handles managed file transfers.

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Project NANDA develops open, decentralized infrastructure that lets AI agents discover one another, communicate, and coordinate across platforms. Its protocols and registries address identity, trust, and interoperability. Nanda Town, its open-source Python sandbox, gives researchers, developers, and protocol designers a way to test agent interactions using YAML scenarios and inspect recorded messages. It supports both repeatable scripted simulations and experiments with language-model-backed agents.

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PromptLayer builds an AI engineering platform combining a visual prompt CMS, evaluations and agent observability. Engineers and domain experts can edit, version, test and deploy prompts without redeploying application code. Teams can run dataset-based regression tests with human and automated graders, inspect agent tool calls, and connect production failures, costs and latency to specific prompt versions. Speak uses the platform for language-learning development, while Gorgias uses it to refine AI customer support.

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PromptQL builds an AI workspace for teams to analyze business data, generate dashboards and reports, and automate recurring work. It connects databases, warehouses, SaaS applications, and APIs without moving or reshaping their data, then writes code to answer questions across those systems. Business and technical teams can review answers in shared threads and maintain a collaborative wiki of organizational context. Developers can also embed PromptQL in customer-facing products or call it from other agents. Generated programs run in a sandbox, with source permissions including row- and column-level controls.

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Prosodica builds AI speech and interaction analytics for contact centers and enterprise customer operations. Its platform combines operational intelligence, behavioral coaching, conversion optimization, self-service analysis, compliance management, and real-time conversational guidance. Service, sales, and collections teams can use it to score calls automatically, identify operational inefficiencies, assess sales opportunities, surface compliance risks, and find friction in customer journeys. Managers get evidence for coaching, while agents receive guidance during conversations.

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Pruna AI develops generative models and provides serverless inference for developers and creative teams. Its P-Image family supports image generation and editing, while P-Video supports video generation from text, images, and audio, with a draft mode for previewing concepts before full-quality output. Related tools handle virtual garment try-on, upscaling, and talking avatars. Alongside these hosted products, its open-source optimization framework lets developers compress and evaluate their own models; Pruna Pro adds advanced compression algorithms through the same interface.

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Pulley provides equity and token management software for founders and finance teams, from startups through larger private companies. Its cap table platform tracks ownership and vesting, supports equity issuance, and connects fundraising models to existing ownership records so teams can explore dilution, SAFEs, and exit scenarios. It also offers 409A valuations and stock-based compensation reporting. Token Tables brings token allocations, agreements, vesting, and distribution preparation into the same workflow, while its Nasdaq Private Market integration supports employee and investor liquidity programs.

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pyannoteAI builds speaker intelligence tools that identify who speaks when in audio, helping developers create meeting transcripts and customer service analytics. Its Speaker Intelligence Platform labels speakers, detects overlapping speech, combines diarization with transcription, and identifies individuals across sessions using voiceprints. The product family includes the open-source Community-1 model and commercial Precision-2, with API, on-premise, and Argmax-powered on-device deployment options. Streaming diarization adds speaker attribution to live conversations.

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Qdrant builds an open-source vector database that developers use for semantic search, recommendations, retrieval-augmented generation and AI agent memory. Qdrant Vector Database combines dense and sparse vector search, metadata filters, multiple vectors per object and reranking. Developers can combine these capabilities at query time to retrieve context for different workloads. Deployment options include managed Qdrant Cloud, Hybrid Cloud on customers’ Kubernetes infrastructure and Private Cloud for air-gapped environments. Cloud Inference generates text and image embeddings within the managed service.

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Quantyca is an Italian technology consultancy that designs, implements and maintains enterprise data platforms and AI solutions. Its services span data integration, infrastructure, strategy and governance, helping organizations make information available for analysis and automation. Applications include a unified credit information repository for Nexi, real-time stock calculation for Rinascente, and clinical data analysis for life sciences.

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RADiCAIT develops Insilico PET, an AI approach that produces synthetic PET-like images from standard CT scans. Its deep learning technology connects anatomical information with physiological information, aiming to reveal disease activity from routine imaging. The intended users are oncologists and radiologists, with hospital procurement officers as buyers. The goal is to make functional imaging available to clinics with CT scanners without requiring traditional PET equipment or radioactive injections for the generated images.

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Railway is a cloud platform for developers and software teams to deploy and operate applications. It combines repository-based deployment, networking, scaling, and observability, with a visual canvas for managing infrastructure. Teams can create pull-request previews, add replicas, monitor logs and metrics, and roll back deployments. Railway Cloud Agents runs coding harnesses in virtual machines accessible from the dashboard, terminal, or phone; its prototype dev.new app builder brings building, previewing, testing, and deployment into one place.

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Rasgo developed software for preparing machine-learning data and analyzing enterprise data warehouses. Its documented AI copilot lets users ask questions in natural language and create specialized agents with business-domain instructions. The platform supports Snowflake and BigQuery, translating warehouse metadata for large language models while keeping data in the warehouse. These capabilities connect data preparation with conversational analysis.

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Ratel builds an open-source context gateway for developers creating AI agents. Its TypeScript and Python SDKs share a Rust engine that retrieves relevant tools and skills for each turn instead of placing the entire catalog in the prompt. Developers can search and run tools, MCP servers, and skills through a common interface, then inspect retrieval and invocation through local traces or OpenTelemetry. Ratel Local brings the same capabilities to Claude Code, Codex, and Cursor without requiring SDK integration.

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Re-skill builds AI software for enterprise training, turning internal policies, manuals and wikis into curricula, lessons, videos, voiceovers, quizzes and slides. Training teams can connect Notion, Confluence or document stores to create onboarding, compliance and product training. Subject-matter experts review each screen before release. Courses export through SCORM or xAPI into customers’ existing learning management systems, keeping enrolment, reporting and administration in place.

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re:ma AI, publicly branded Reema AI, offers generative AI and full-stack software engineering services for startups and enterprises. Its services cover building AI products and integrating features into existing software, including chatbots, natural language interfaces, AI agents and semantic search. These applications can let users query databases in plain language, generate reports, summarize documents or connect language models to external tools and APIs.

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Reactor provides hosted infrastructure for developers building real-time generative video and interactive world-model applications. Its SDK and API handle deployment and streaming so developers can build experiences that respond to user input during generation. The model catalog spans explorable environments, streaming video editing and talking avatars: LTX generates synchronized voice and lip-synced video, while Happy Oyster generates worlds frame by frame as users move. The infrastructure maintains state across interactions and coordinates continuous, bidirectional video sessions.

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Rechat builds software for real estate agents and brokerages to manage client relationships, property marketing, and transactions in one platform. People organizes contacts, leads, tasks, and calendars; Studio creates branded emails, listing websites, social posts, print materials, and ads; and Deals tracks listings, contracts, and closings. Its Lucy AI assistant lets agents draft replies, create campaigns, and build property websites through conversation. Brokerages can adopt individual products or the full platform, while MLS integrations feed property details into marketing materials.

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Reelful builds an AI video editor for iPhone that turns plain-language instructions and personal photos and clips into short-form videos. It drafts a structure and script, then assembles the edit with motion, text, music and voiceover. Users can revise the plan before production, request changes through chat, or fine-tune the timeline before exporting. Supported uses range from travel recaps and family memories to product demonstrations and social media content.

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Ref builds planning and documentation tools for engineers working with AI coding agents. Ref Plans gives teams a shared workspace to research their codebase, review implementation decisions before code is written, and turn outlines into tasks with verification criteria. Teams can dispatch tasks to agents such as Claude Code, Cursor Background Agents, Codex and Devin, which report progress back to the plan. Ref Context lets MCP-compatible coding agents search public and private documentation, including private repositories and PDFs.

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Reforge provides professional education for individuals and product teams through Reforge Learning, with on-demand and live courses covering product management, growth and AI. Memberships provide course access rather than individual course purchases; AI topics include evaluating agents and testing ideas through prototyping. Reforge has also developed product discovery software: Insights synthesizes customer feedback, Research supports AI-driven surveys and interviews, and Build enables teams to prototype ideas before committing engineering resources.

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RELAI builds verifiable continual learning infrastructure for teams developing and operating AI agents. Its platform turns failures and human feedback into replayable learning environments, preserving inputs, state, tool calls and memory. Teams can optimize prompts, tools, models, workflows and agent logic against objectives such as task success, latency and cost, then review proposed improvements as pull requests. A learning system of record tracks diagnoses, evaluations and shipped changes.

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Replicate provides APIs for developers to run AI models, fine-tune them with their own data, and deploy custom models. Its catalog covers image and video generation, speech, music, image restoration, and language models. Developers can build on community-published models or bring their own code, while Replicate manages the infrastructure and scales capacity with demand. Its managed service charges for compute usage, giving teams a way to add AI features without operating GPU clusters themselves.

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Resolve AI builds AI agents for production operations, helping engineering teams investigate incidents, triage on-call alerts, and automate recurring operational work. Its agents work across code, infrastructure, and telemetry to identify root causes, while engineers direct investigations and take action. Workbench lets engineers and agents investigate together; background agents run tasks on schedules or triggers. Teams can connect Resolve AI to existing tools through MCP, APIs, and Skills.

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Resonate HQ builds durable execution software for developers running distributed applications and AI agents. Its server and SDKs let developers write ordinary async functions while the runtime coordinates execution and recovery. Workflows can pause for human input, distribute work, and resume from checkpoints after a process failure. Developers can run the server alongside their applications with state in their own Postgres database; resonate-pg implements the server directly in Postgres, supporting workflows and agents on Supabase.

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Results Generation provides recruitment marketing technology that connects job seekers with employment opportunities through personalized job alerts and notifications. Its candidate delivery platform uses data and automation to distribute opportunities, helping recruitment partners reach candidates and attract applicants. Personalized messages bring relevant openings to partners’ users, making candidate communication a core part of the service.

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Retool helps engineering and business teams build and operate internal software connected to their databases, APIs, and business systems. Its AI app builder generates applications from prompts, with editable React frontends and TypeScript backends. Teams can also import existing React apps or build through coding agents using Retool’s MCP server. A shared runtime supplies authentication, permissions, auditability, and release management, with deployment on Retool Cloud, in a customer’s VPC, or on premises.

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RISA Labs builds AI software that automates oncology administration for cancer centers, health systems, specialty pharmacies and infusion networks. Its platform handles prior authorization, benefits verification, claims tracking and denial management, addressing administrative work that can delay treatment access. AI agents gather records, submit authorizations and track cases across medical-record and payer systems. BOSS Console lets institutions configure workflows, routing and practice-specific rules, with traceable actions.

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rtrvr.ai builds AI agents that carry out web tasks from natural-language instructions, including extracting datasets, filling forms and gathering sales leads. Its Retriever AI agent works across public websites and signed-in accounts through a Chrome extension, cloud execution, API, MCP, CLI and SDK. The product family also includes Rover, which runs demos, onboarding and setup inside software companies’ products, and Data & Evals, which supplies AI labs with browser trajectories, live environments, evaluations and verifiers.

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Sakana AI develops AI models, research tools and enterprise applications from Tokyo, with a focus on Japan. Sakana Chat and Sakana Translate provide conversation and translation using Namazu, a model adapted to Japanese contexts. Sakana Fugu gives developers an API that coordinates multiple models on a task, while Sakana Marlin uses AB-MCTS to support business research through extended reasoning. These products complement custom AI development for Japanese enterprises and public institutions.

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Salesforce provides cloud customer relationship management software for sales, service, marketing and commerce teams, from small businesses to global enterprises. Its applications help users organize customer information, manage leads and automate customer interactions. Agentforce extends these workflows with AI agents that can qualify leads and resolve service cases. The wider platform includes Data 360 for governed data, Slack for collaboration and workflows, and Tableau for analytics.

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Scalekit builds authentication and authorization infrastructure for developers of AI agents and SaaS applications. AgentKit lets agents call external tools on a user's behalf, handling OAuth consent, credential storage and token refresh outside the model context. Its Agent Gateway routes internal agents' calls through employee identities and logs their actions. MCP authentication adds OAuth 2.1 authorization to remote Model Context Protocol servers, while SaaSKit handles application login, sessions, user and tenant management, role-based access, SSO and SCIM.

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Scorecard builds a simulation and evaluation platform for teams developing AI agents. Developers can define scenarios through a no-code interface or Python and TypeScript SDKs, test live or staged agents, and inspect failures. Scorecard Playground supports comparing models and prompts, while production tracing helps teams turn real failures into reusable tests. Its Autoloop beta, described in 2026, extends this workflow into improvement: simulations run against local environment snapshots, and tool-equipped graders and human annotations inform proposed changes to agent code and grading rubrics for review.

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Sematic developed an open-source ML pipeline platform for machine learning engineers and data scientists. Its Python framework connects data processing, model training, and other business logic into workflows that run locally, on cloud virtual machines, or on Kubernetes. A web dashboard tracks pipeline inputs, outputs, and artifacts, helping developers inspect their work. Individual steps can use different compute resources, including CPUs, GPUs, and Spark clusters.

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SF Compute builds data centers, GPU clusters and cloud infrastructure for teams training and running AI models. It offers virtual machines, bare metal, managed Slurm and Kubernetes, with reservations ranging from one node for an hour to thousands of nodes for multiple years. Customers can buy capacity through its API or CLI and resell unused GPU time when their needs change. Its scheduler supports that resale market, while the Orderbook API exposes standing buy and sell orders so customers can inspect hardware availability and prices for a particular delivery window.

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SignalFire invests in applied AI startups from pre-seed through Series B, combining capital with recruiting tools and operational support. Its proprietary Beacon AI platform supports both its investors and portfolio companies. Beacon Source helps investors discover and research startups using signals such as team composition, growth, and competitive positioning. Beacon Talent lets founders and recruiters search for candidates by role requirements, seniority, and education, and examine how other companies’ teams developed as they grew.

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Sky Valley Ambient Computing builds infrastructure for software that adapts to the people using it. Its first product, Differ, lets developers connect a GitHub repository, scan for security issues and potential bugs, and review recommendations covering performance, SEO and design. Developers can let Differ apply corrections to a hosted copy, then deploy it under a custom domain. The company targets AI-native B2B SaaS companies and software creators.

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Smithery connects AI agents to external services through the Model Context Protocol (MCP). Its public registry and hosting platform help developers discover, run and publish tools for chatbots, background agents and AI copilots. Available integrations let agents search the web, query databases, control browsers and access business applications. Publishers can distribute their MCP servers through Smithery and inspect how their tools are used.

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Snapchat is Snap Inc.’s visual messaging app for staying connected with friends and family. Alongside camera-based communication, Spotlight, Snap Map and augmented reality give people ways to discover content, share their surroundings and create together. AI supports content recommendations and creative tools, while advertisers use Smart Campaign Solutions to automate and optimize campaigns. Paid offerings include Snapchat+, Memories Storage and Lens+, extending the business beyond advertising.

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SnapLogic provides enterprise software for connecting applications, data, APIs and AI agents across cloud, on-premises and hybrid environments. Its prebuilt connectors, called Snaps, help teams automate business workflows. AgentCreator lets users build, deploy and orchestrate agents that execute multistep workflows, while SnapGPT assists with integration planning, building and troubleshooting. SnapCode brings integration capabilities into AI coding environments, and MCP support lets teams expose pipelines as tools agents can call.

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Snorkel provides expert data development as a service for AI labs and enterprises building specialized models and agents. Its Snorkel Data Series offers ready-to-use datasets and agent environments, alongside custom benchmarks and training data. Deliverables include execution harnesses, verifiers and reward modules, letting teams train and evaluate agents against measurable tasks. Snorkel Solutions develops custom enterprise agents, with engagements covering deployment, monitoring and iteration. The business centers on expert services rather than a self-serve labeling application.

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Snowglobe is Guardrails AI’s simulation product for teams building conversational AI agents. Developers connect an agent through an API or SDK, configure personas and scenarios, and generate conversations to uncover failure patterns before deployment. The resulting judge-labeled datasets support evaluation and fine-tuning, including preference pairs and supervised training examples. Teams can also save test suites for regression testing and track error rates across builds.

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Software 3.0, LLC is documented as the organizer of AI Engineer events, including World’s Fair, Summit, and Europe. AI Engineer now identifies Software 3.0 Inc as its operator; the relationship between the two legal entities is not established. The conference offering serves developers, founders, researchers, and enterprise AI architects through technical sessions, workshops, and expos, covering work with language models, agents, retrieval-augmented generation, and AI APIs.

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SonderMind connects people with insurance-covered therapy and psychiatry, offering virtual and in-person appointments alongside digital self-care. Its Care Concierge uses AI to help people find providers and schedule appointments, while its mobile app offers daily reflections, meditation, and breathing exercises. For clinicians, SonderMind handles insurance credentialing and billing and provides electronic health records, scheduling, messaging, and telehealth tools. Its in-network psychiatry service expanded to all 50 states and Washington, D.C. in 2025, complementing its nationwide therapy offering.

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SpecStory builds tools that preserve the reasoning behind AI-assisted software development and connect product conversations to implementation. Its SpecStory extensions and CLI save coding sessions as searchable local Markdown, supporting tools including Cursor, GitHub Copilot, Claude Code and Codex. Optional SpecStory Cloud adds synchronization and search across projects. Its Stoa workspace brings live transcription, decision capture, collaborative editing and sandboxed Claude Code agents into product meetings, letting teams draft specifications and build from shared project context.

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Spotify is an audio streaming service for discovering and listening to music, podcasts and audiobooks. As of August 2026, its catalog spanned over 100 million tracks, 7 million podcast titles and 700,000 audiobooks across 184 markets. Personalized discovery includes Discover Weekly, while collaborative listening features such as Jam let listeners share the experience. Eligible Premium users can also type or speak requests in the mobile app to choose what plays, explore their listening history and learn about music, podcasts and books.

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Sprout Social makes software for organizations and agencies to publish social content, engage audiences, handle customer care and analyze performance across social networks. Its suite also covers influencer marketing, employee advocacy and social listening. Trellis, its proprietary AI agent, works across listening, publishing, Smart Inbox and reporting to summarize performance, analyze audience sentiment and flag unusual activity. It became available to every customer on every plan in 2026.

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StandardAgents builds tools for developers to create business agents and coordinate AI-assisted software development. Standard Code, available in early access, runs cloud coding sessions accessible through terminal, web, macOS, and iOS clients. AgentBuilder lets engineers build, deploy, test, and monitor agents tailored to particular tasks or workflows, combine them into larger agents, and expose them as MCP tools. Its dmux tool coordinates parallel coding agents through tmux panes and isolated Git worktrees, with branch creation and merge handling.

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StarlightSearch Inc builds Pulsar, an AI-agent platform for teams creating internal tools, applications, and workflows across business management and compliance. Pulsar grounds agents in shared institutional knowledge, automatically loading relevant project files and prior decisions. Its model-agnostic harness supports open-weight models and gives agents browser, shell, and file access through a shared sandbox. Agents can also update the knowledge base with conventions, corrections, and practices learned during their work.

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Stride is an AI engineering consultancy that builds custom software, agentic workflows and modernized legacy applications alongside clients’ engineering teams. Its services include AI adoption assessments and practical team training, with expertise in healthcare and financial services. AI Token Cost Optimization connects spending to outcomes such as resolved inquiries, combining model routing, prompt and context restructuring, and evaluations to test changes before deployment.

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Substrate now builds Zo Computer, a personal cloud computer that combines an AI agent with files, a database and hosted services. Consumers and small-business operators use it to build websites, conduct research and organize finances. Users can generate media, transcribe audio and schedule automations, while connecting AI subscriptions or supplying their own model-provider API keys. Its scope extends beyond conversation: users can host applications and work directly in their computing environment.

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Super Protocol provides a confidential AI cloud and marketplace for AI developers and data providers to collaborate, deploy workloads, and commercialize models and datasets. Its infrastructure uses trusted execution environments to protect data during processing. Customers can deploy applications and databases, train machine learning models, and store data on clusters of Ubuntu-based confidential virtual machines connected through a virtual network.

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Superagentic AI builds developer tools for teams designing, running and optimizing AI agents. Its SuperQode framework lets developers configure the software surrounding a coding model: tools, memory, repository access, approvals and verification. Teams can version these configurations with their code, evaluate changes and run workflows with local models or hosted providers. SuperOptiX provides optimization across agent frameworks, while SuperRadar helps developers track agent tooling. The company also offers enterprise implementations and services covering agent architecture, evaluation and optimization.

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Superconductor builds a cloud workspace where engineers, product managers, designers, and growth teams collaborate with AI coding agents. Teams can run Claude Code, Codex, and other agents in parallel, join one another’s sessions, and inspect implementations through live app previews and guided code review. Each implementation runs in an isolated cloud environment with configurable network access. Slack and GitHub integrations let teams start work from existing discussions and question agents directly in pull-request comments.

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SuperDial automates payer communications for healthcare providers and billing teams, supporting benefits verification, prior authorization, claims follow-up and credentialing. Its platform combines voice agents, payer portal automation, API/EDI connectivity and document processing. Agents navigate phone trees, wait on hold and speak with insurer representatives; portal automation retrieves status and documents. Teams define the output schema, receive structured results with supporting evidence, and can write collected data back into electronic health records.

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Superintelligent provides an enterprise AI planning platform that helps organizations identify where and how to use AI. Its agent readiness audits use voice agents to interview employees about their work, then analyze responses to recommend opportunities specific to the organization. Teams can uncover bottlenecks and uncoordinated AI usage, benchmark potential applications against a proprietary use-case database, and receive roadmaps with executive summaries and action plans. Running audits across business units helps leaders identify overlapping initiatives and opportunities for teams to work together.

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Superlinked builds Superlinked Inference Engine (SIE), an open-source platform for self-hosted inference used in AI agents, search and document processing. Developers can combine embeddings, reranking, OCR, structured extraction and language models behind one API. SIE runs in customers’ clouds or air-gapped environments, allowing teams to retrieve context, convert documents into Markdown and execute agent workflows within their own infrastructure.

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Surge AI supplies training data, human evaluation and reinforcement-learning environments to AI developers. Its dataset customers include Google, Anthropic and OpenAI. Its RLHF data captures human preferences, while supervised fine-tuning demonstrations teach models skills such as computer use, web navigation and reasoning. Developers can use its rubrics and verifiers to score model behavior, commission expert and multimodal data, or use ready-made datasets. Its language work covers more than 70 languages, incorporating cultural context alongside grammar and idiom.

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Synth builds software for applied AI teams to develop, evaluate and improve models and agents locally and in the cloud. Synth Workshop brings experiments, traces, scores and artifacts into a local workbench, supporting local models and provider APIs. Stack supplies a research engineering harness, while Managed Research runs tasks against repositories and returns reviewable artifacts and, when code changes result, pull requests. Teams can launch and inspect research through MCP, a Python SDK or a frontend, steering work through a shared message queue.

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Tailscale builds private networks that connect employees, devices, applications and workloads across existing infrastructure. Its WireGuard-based networking platform lets developers and IT teams reach databases and servers, connect AI infrastructure across clouds, and control access through existing identity providers. Teams can manage access policies as code, stream network and administrative activity to security tools, and use subnet routers to connect infrastructure where Tailscale is not installed.

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Take Take Take is a social chess platform for players who want to improve, combining play, learning and sharing on mobile and the web. Its AI Coach automatically pulls games from Lichess; together with Game Review, it explains mistakes and missed opportunities in plain language. A social feed, medals and competitions let players share milestones, follow friends and compete over rating gains.

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Taste Labs builds data and infrastructure for teaching AI models and agents to assess subjective quality, starting with design. It sells preference datasets, reasoning data, rubrics and evaluation environments to frontier AI labs. For coding agents and creative applications, it provides context, evaluation and verification infrastructure to help generate designs that reflect users’ preferences and brand requirements. Its focus is on turning aesthetic judgment into signals that models can learn from and tools that applications can use.

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Tavily provides web access APIs that let developers connect AI agents to fresh online information. Its search, extraction, crawling and research tools retrieve web content and return structured chunks for language models. Developers use this infrastructure to build research assistants and applications that need information beyond a model’s training data. Revenue-agent company Rox, for example, uses Tavily for account intelligence and personalized outreach, while keeping ranking, deduplication and reasoning in its own application.

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TAVON.ai designs, builds, and operates AI agents for business workflows. Its services cover workflow assessment, system integration, deployment, and training for engineering and operational teams. DataBox gives agents access to selected business data and actions, with controls tied to the task and policy. Applications include email triage and drafting, document research, CRM updates, and internal processes that span multiple systems.

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Tavus builds AI agents called PALs that interact through chat, voice and real-time face-to-face video. Developers use its Conversational Video Interface (CVI) to embed these interactions in products, connecting their own language models, retrieval, memory and tools. PAL Maker lets users create agents without code; Deployments publishes them as website widgets, embeds or hosted links. Tavus also builds and manages enterprise deployments for sales, healthcare, training and recruiting, supporting workflows such as patient intake, customer onboarding and interview practice.

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Teammates built a platform for companies to design and manage AI virtual colleagues that handled recurring work inside existing business tools. Its agents worked through Slack, Teams, email and applications such as Salesforce and GitHub. Users assigned responsibilities and gave feedback, while agents planned workflows and responded to alerts, schedules or colleagues’ requests. Internal uses included code reviews, changelog writing, social media and SQL analysis.

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Telemetrak develops hardware and software for asset tracking and tool management, with applications in logistics and military maintenance. Its tracking systems combine sensors and AI to monitor cargo presence, environmental conditions and events such as container doors opening or walls being cut. In a 2025 government award abstract, the company reported that its commercial solution was already in use in civilian logistics.

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Tenex provides enterprise AI strategy, implementation, and software engineering services. Its strategy work identifies AI use cases through business and function-specific audits, while transformation engagements combine change management, custom tooling, and baseline metrics. Through AI Engineering, clients can commission full-stack applications, model fine-tuning, code migrations, data engineering, and custom agents. Dedicated technical product managers and forward deployed engineers work within clients’ existing systems and workflows.

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Tesco is a British grocery and general-merchandise retailer serving customers through stores, online shopping and Tesco Whoosh rapid delivery. Its wider offering includes F&F clothing, pharmacies and Tesco Mobile, while Booker supplies retailers and caterers. Clubcard connects shopping with member prices, personalised coupons and rewards, extending the relationship beyond individual purchases.

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Tesla designs, manufactures, sells and leases electric vehicles and energy generation and storage systems. Powerwall stores electricity for homes and small commercial facilities, while Megapack serves commercial, industrial and utility customers. Its solar panels and Solar Roof integrate with Powerwall. Vehicle software includes Full Self-Driving (Supervised), and its Robotaxi ride-hailing service launched in 2025.

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Tesla develops Optimus, a humanoid robot intended to perform physical tasks in factories and, eventually, homes. The program sits within Tesla rather than operating as a separate company. Demonstrated capabilities include walking, balancing, picking up objects and sorting them. Its broader goal is a general-purpose autonomous robot; Tesla’s second-quarter 2026 filing describes ongoing development and preparations for large-scale production.

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Tessl builds an Agent Enablement Platform for development teams to create, test, distribute and improve AI agent skills. Its shared registry provides version management, while security scans, installation policies and audit logs help teams govern their use. It integrates with tools including Claude Code, Cursor and Copilot, letting developers publish skills publicly or within their organization and track whether those skills actually activate on developer machines.

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The New York Times publishes journalism and offers print and digital products for readers, listeners and viewers worldwide. Its portfolio includes news, The Athletic, Audio, Cooking, Games and Wirecutter, spanning reporting, sports, listening, cooking, play and shopping advice. Readers can access digital news through its website and mobile apps, with subscriptions available for individual products or a bundle.

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The New York Times Games publishes digital puzzles and word games, including The Crossword, Wordle, Connections and Spelling Bee. Players can solve puzzles in a browser or the Games app, saving progress and streaks across devices through their accounts. Crossplay, introduced in 2026 as a separate mobile app, adds two-player word-board competition against friends or matched opponents, plus computer play. Its Cross Bot analysis helps players review completed games and identify better moves.

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The Tree Center sells trees, shrubs and other garden plants online, alongside practical guidance for gardeners. Customers can order plants and consult planting instructions covering early watering, acid-soil plants such as rhododendrons and azaleas, and deciduous hedges for privacy and garden protection. Its website also offers spring and fall presales.

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TheBrain.pro’s TheBrain Software House builds applications for iOS, Android and the web. Its documented services span UX/UI design, front-end and back-end development, DevOps and automated testing, giving businesses an outsourced team for work across the application development process.

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Theory Ventures is a San Francisco venture capital firm investing in early-stage software companies across AI, data infrastructure and Web3. It provides $1–40 million investments at stages ranging from inception and seed through Series B. Its investment thesis centers on companies that turn technological shifts into advantages in how they bring software to market. Portfolio investments include MotherDuck and LanceDB in databases and Omni in analytics.

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Theta Software builds simulation environments that train AI agents for specialized business work. It serves enterprises and frontier AI labs, combining customers’ first-party data with human expert data to recreate workflows, tools and business goals. Its custom environments support tasks such as financial modeling, invoice processing and code refactoring. Theta also works directly with customer teams to define success criteria, build training environments with feedback and observability, and deploy agents into their operations.

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Thinking Machines Lab builds AI models and tools for customizing them. Its Tinker training API lets researchers and developers fine-tune models with their own data and algorithms while the company manages distributed GPU infrastructure. Users can run supervised learning or reinforcement learning, sample outputs, and download saved checkpoints. Its Inkling model family adds a multimodal foundation for customization: Inkling processes text, images, and audio, offers adjustable reasoning effort, and is available with full weights and fine-tuning through Tinker.

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Thryv provides marketing and business management software for local service businesses, including contractors, salons and law firms. Its Thryv Growth Platform combines online visibility tools, AI-powered websites and expert-managed marketing with insights into which campaigns generate revenue. AI Lead Insights scores lead intent, summarizes conversations and recommends follow-up actions. Thryv also integrates with field service software including Jobber, while Thryv Business Center provides CRM, appointment scheduling, estimates, invoices and payments.

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Tinder operates a dating app where singles browse profiles, express interest by swiping, and message after a mutual match. Its Plus, Gold and Platinum subscriptions offer progressively more discovery and visibility controls: Plus includes unlimited Likes and Passport for connecting in other locations; Gold reveals who already likes you; Platinum adds prioritized Likes. Chemistry uses questionnaires and optional camera-roll insights to personalize recommendations, with parts expanding into the United States and Canada in 2026.

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TNG Technology Consulting provides consulting and implementation services in agentic software development, artificial intelligence, and DevOps and cloud infrastructure. Its clients include corporate IT departments in telecommunications, insurance, e-commerce, automotive, logistics and finance. Projects span the software life cycle, highly available data centers and business intelligence. Its open-source engineering tools include ArchUnit, which lets developers test Java application architecture, inspect dependencies between packages and layers, and detect dependency cycles.

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Tola Capital invests globally in seed and early-stage AI and enterprise software companies, providing founders with capital and operating expertise. Its team works with portfolio companies on product roadmaps, growth, and go-to-market strategy. Its investment focus spans agentic applications and tooling, AI-native data infrastructure, inference infrastructure, physical AI, and governance and security. These areas cover software that executes enterprise workflows, tools for evaluating and controlling agents, and infrastructure for serving models efficiently.

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Trainline sells rail and coach tickets through its website and app, bringing together routes, fares and journey times from over 270 operators in 40 countries as of August 2026. Travellers can compare journeys, book tickets and receive live travel information. Trainline Partner Solutions extends its technology to travel management companies, corporate booking and carrier-branded ticket sales platforms.

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Trajectory builds a continual learning platform for companies developing AI products. Its SDK captures traces, corrections, re-prompts and edits so teams can identify failures and direct improvements to models, prompts and agent harnesses. Customers control which data enters training, and model updates pass through their evaluation suites and approval workflows before reaching production.

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Traversal builds an AI site reliability engineering platform that helps enterprise engineering teams investigate, resolve and prevent production incidents. Its capabilities span alert triage, root-cause analysis and automated remediation. Code Resilience brings production context into development to help prevent failures, while Production Support lets engineers query live production conditions in natural language, drawing on telemetry, code and organizational knowledge.

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Trigger.dev provides an open-source platform for developers to build and deploy AI agents and long-running workflows in TypeScript. It handles retries, queues, scaling and observability, supporting tasks such as media processing, browser automation and human approvals. Developers can use managed infrastructure or self-host. Realtime sends task progress and model output to application interfaces, while chat.agent gives each conversation a stateful machine that sleeps between turns, with durable streaming and AI SDK integration.

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Trunk Tools builds AI software for general contractors, subcontractors and project owners to work with construction documents and drawings. Its Cortex intelligence layer connects project information across agents: TrunkText answers jobsite questions with cited sources, TrunkReview identifies drawing revisions, and TrunkRFI checks, drafts and analyzes requests for information. TrunkBid compares subcontractor proposals against scope requirements, while TrunkSubmittal checks submissions against specifications and RFI responses. These tools help teams find information and review discrepancies that can cause rework.

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turbopuffer builds a vector and full-text search database for AI applications. Developers write documents, embeddings, text and metadata through an API, then retrieve information using semantic similarity, keyword matching or hybrid search with filters. Customers include Anthropic, Atlassian, Cursor and Notion. Its architecture separates compute from storage, keeping data in object storage and bringing it into NVMe or memory caches when queried.

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Tusk built AI agents that helped engineering teams generate and run unit and integration tests within their pull-request workflows. Its agent used codebase context and business logic to suggest missing tests, while CoverBot identified under-tested files and opened pull requests to backfill coverage. Tusk Drift recorded API traffic and exposed it through an MCP server, letting coding agents build test fixtures from actual requests, responses and database queries. Tusk announced it was sunsetting its product effective June 10, 2026, ending its availability as a standalone testing service.

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TwelveLabs builds AI models and tools that let developers and enterprises search, summarize, and analyze video libraries. Its Marengo embedding model makes video content searchable across visual, audio, and speech signals, while Pegasus converts footage into structured information such as scenes, entities, and temporal segments. Developers access capabilities through REST APIs and Python or Node.js SDKs. Jockey, available in research preview, extends this to questions spanning video and image collections: it plans multiple steps and returns answers grounded in cited moments.

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TypeSafe AI develops AI models for software automation, focusing on affordable intelligence and reliable execution. The lab operates in stealth and offers a public waitlist. Its System1 model is designed for machine-to-machine execution, targeting compliance pipelines, real-time decisions and autonomous agents. The intended approach embeds reliability into the model itself. The company also describes TypeSafe Language Models as programmable, modular models designed to compose with software.

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Ufonia builds Dora, a clinical AI agent that conducts telephone conversations with patients to help healthcare teams handle routine care. For cataract practices, Dora gathers patient histories before appointments, explains lens options, provides preparation instructions and checks recovery after surgery. It is designed to escalate ambiguous symptoms and complex questions for human oversight, helping clinicians focus attention on patients who need review.

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Untapped Capital is a US early-stage venture capital firm that combines startup investment with AI-assisted research and public technology experimentation. Its founder-facing GPT VC Associate helps entrepreneurs preparing to raise capital practice their pitches, expand their answers and generate downloadable investment memos. The firm uses AI and automation in its investment work, alongside experiments spanning no-code tools, web3 and AI.

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uRun builds cloud infrastructure for real-time generative AI, including interactive video, avatars and world models. Its APIs let developers create sessions, stream output and steer generation while it runs. Voice, text and webcam inputs can guide scenes, while persistent state lets changes build on the existing session. The platform targets research teams, game studios and product developers building experiences such as responsive characters, interactive worlds and AI-assisted video production.

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Varick Agents builds custom AI agent systems that execute enterprise workflows from intake through reporting. Its Finance Ops Agents handle invoice exceptions, reconciliation and cash forecasting; Revenue Ops Agents support approval routing, CRM enrichment and commission validation; and Logistics Ops Agents cover exception routing, demand sensing and inventory allocation. These implementations connect to the enterprise software teams already use, including ERP, CRM and warehouse management systems.

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Vellum builds personal AI assistants that remember context and take action across users’ apps. Its Personal Intelligence offering, introduced in 2026, lets people personalize an assistant for work and everyday tasks. Users can manage calendars, summarize Slack messages, work with files and control a browser with permission. Vellum Assistant runs on the company’s managed platform or can be self-hosted, with access through desktop, mobile, web and messaging channels.

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Vibe Kanban helps software engineers coordinate coding agents and review their output. It integrates with tools including Claude Code and Codex, letting developers run agents in parallel or sequentially, inspect diffs, send inline feedback, preview applications, and create pull requests. Each workspace uses a separate Git worktree and branch to isolate changes, making the product an interface for planning and reviewing agent work.

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Viktor builds an AI coworker that completes tasks across a company's business systems. Small businesses, agencies, ecommerce companies, and technology startups use it to create reports, dashboards, applications, campaigns, and recurring automations. It connects to more than 3,200 integrations and writes and runs code on a cloud computer, including deploying web apps with logins and databases. Users can assign work through Slack, Microsoft Teams, web chat, or its public API.

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VisualLabs implements Microsoft business applications for companies with technicians, assets and complex service workflows. Its services span Dynamics 365, Business Central, Power Platform and Azure, connecting field and office teams. Customers can manage sales and service, integrate financial and logistics processes, build custom low-code applications and automate repetitive work. The consultancy supports the implementation process from defining business problems through delivery and ongoing support.

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Wandero AI builds an AI sales and operations platform for travel agencies, advisors, tour operators, destination management companies and hospitality teams. It connects conversations, supplier documents, CRM records and itineraries so staff can work from shared context. Its agent triages inquiries, calculates trip pricing, coordinates suppliers and produces itineraries and proposals. Outbound emails and WhatsApp messages pause for human review, with options to approve, reject or edit before sending.

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Wasp builds an open-source full-stack TypeScript framework for developers creating SaaS products, internal tools and other web applications. It connects React, Node.js and Prisma with authentication, background jobs, email, typed client-server calls and deployment tooling. Developers specify application features and write their business logic in the underlying stack, then deploy to their chosen infrastructure. Its Open SaaS starter adds payments, an admin dashboard and email functionality, providing a starting point for subscription software.

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Watershed builds a sustainability AI platform for enterprise teams to measure environmental impact, prepare disclosures, and plan emissions reductions. Its tools cover carbon emissions, water and land use, combining traceable calculations with reporting workflows. AI agents clean and format data, support analysis, and draft reports with human review. Watershed Marketplace lets companies fund clean power and sustainable aviation fuel, connecting measurement with practical decarbonization projects.

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Waymo develops the Waymo Driver, an autonomous driving system, and operates Waymo One, its driverless ride-hailing service. Passengers can hail rides within service territories, add stops and change destinations during a trip; rides are also available through Uber in Austin and Atlanta. Its electric fleet provides transportation for people who cannot drive or choose not to own a car. The Driver combines cameras, lidar and radar with detailed maps to interpret its surroundings and make driving decisions.

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Waypoint AI builds Chip, an AI support engineer for B2B software teams that investigates technical cases, proposes fixes, and routes escalations. It connects support systems such as Zendesk and Salesforce with engineering tools, documentation, and Slack. Support agents receive relevant case history and suggested next steps; engineers receive escalations with investigation context and proposed resolutions. Chip also turns recurring problems into product feedback and resolved fixes into documentation.

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Weco AI builds AI agents that help engineers optimize code, prompts and models against measurable goals such as accuracy, speed and cost. Its Weco platform iteratively writes code and runs evaluations, supporting work from fraud detection to GPU kernel optimization. Engineers can start tasks from Claude Code, Codex or Cursor, inspect each experiment’s code, output and score, and steer an ongoing search with their own ideas. Weco Observe also provides a dashboard for experiments run by users’ own research agents.

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WEKA builds data storage and memory infrastructure for enterprises, AI cloud providers, and AI builders running training, inference, and agent workloads. Its NeuralMesh platform lets applications access shared datasets through file and object interfaces across on-premises and cloud environments. Augmented Memory Grid stores inference key-value caches beyond local GPU memory, allowing different hosts to reuse a session’s cached context. WEKA also offers WEKApod storage appliances, announcing a third generation in 2026.

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WhyHow.AI builds litigation intelligence software that helps plaintiff firms identify emerging class-action and mass-tort opportunities. Based in San Francisco, the company combines Exa’s semantic web search with LLM reasoning agents trained on legal strategies. Its platform looks for early signals of potential cases in articles, user forums and regulatory filings, connecting scattered evidence of drug reactions, automotive defects and data-privacy abuses.

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Witan Labs builds tools that let AI agents read, edit and check spreadsheets and documents. Witan Spreadsheets is an API-backed Excel workbook engine: coding agents can change cells, recalculate formulas, trace dependencies and render ranges for visual inspection before saving. Its compatibility target is ordinary Excel workbooks, within documented feature limits. The toolset also includes document text extraction and Google Sheets integration through its CLI and Python and JavaScript SDKs, with explicit authorization for individual sheets.

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Workday provides enterprise software for managing people, finances, and IT, with products spanning human capital management, payroll, financial planning, spend management, and contracts. Workday GO combines HR, finance, and payroll for midsize businesses. Its AI tools support concrete business tasks: Adaptive Decision Intelligence lets finance and operations teams ask questions and model scenarios in natural language, while Workday Learning, powered by Sana, combines people and skills data with AI tutoring and course creation.

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You.com provides Web Search APIs and enterprise AI applications that connect models to live web information and private company data. Developers can build agents with web and news search, research synthesis, image search and private retrieval; enterprises can commission applications tailored to their workflows. Its model-agnostic infrastructure supports answers with verifiable citations. Recursive Superintelligence is a separate company developing automated AI research, with Richard Socher serving as CEO of both businesses.

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Z.ai develops the GLM family of language and multimodal models for developers and enterprises. Its offerings include APIs, open-weight models and enterprise deployments for coding, reasoning, document analysis and agents that use tools to complete multistep tasks. The broader product family covers image and video generation, speech recognition and translation; its slide and poster agent turns natural-language instructions into content and visual layouts.

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ZenML builds software for teams running machine learning pipelines and AI agents in production. Its ZenML framework orchestrates training, batch inference and evaluation, with versioned artifacts and a model registry. Kitaru supports agent evaluations: teams import production traces, organize cases around failure modes, incorporate domain experts’ judgments and test changes against recorded sessions. Its replays execute the actual agent code, with a history policy that substitutes recorded tool responses for live calls.

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Zeta Labs develops AI agents for business work, with its focus now on Viktor, following its earlier Jace agent. Viktor operates inside Slack and Microsoft Teams, connecting to more than 3,200 tools. Employees can ask it to analyze data, create reports and dashboards, build internal apps, or run recurring automations. It serves small businesses, agencies, ecommerce companies and technology startups, bringing work across their existing systems into team chat.

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ZS provides management consulting and technology to help companies optimize clinical trials, bring products to market and improve operations. Its ZAIDYN life sciences platform spans commercial, medical, patient, content and clinical workflows. Teams can plan sales incentives, forecast trial enrollment, coordinate patient engagement and create or review content. ZAIDYN connects existing business systems with agents that monitor signals, recommend actions and execute workflows with human review, approval and override. ZAIDYN Medical and ZAIDYN Content, introduced in 2026, extend that approach into medical affairs intelligence and content creation, regulatory review and reuse.