How Juries and Librarians Can Solve GTM's AI Trust Problem
AI Engineer World's Fair 2026 · 17:09
B2B revenue intelligence and attribution
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.
Founded by Alex Bauer, Dan Ahmadi, Jonas Bauer and Mada Seghete, Upside is led by Seghete as CEO. The team’s experience building internal attribution tools at Branch, Outreach and MuleSoft shaped its approach. Pipedash uses three independent AI analysts, a judge that evaluates their reasoning, and two checking agents with veto power. Designed for retrospective analysis of complex B2B deals, it trades substantial processing time and cost for detailed examination rather than immediate campaign signals.
Upside sells annual contracts scoped to connected data and desired outcomes, without per-seat charges. Its MCP interface connects that data to external AI tools: customer Assembled uses it through Dust.
AI Engineer World's Fair 2026 · 17:09
Diego Rodriguez · Eugene · Jonas Bauer · Shijia Liao · David Vorick · Alex Atallah
AI Engineer World's Fair 2025 · 22:16
Affiliations reflect their AIE appearances, not necessarily current employment.
Start here to understand why confident hallucinations undermine business decisions and why revenue workflows need conclusions traceable to evidence.
Alex BauerAI Engineer World's Fair 2026
Use the showcase for a brief introduction to Upside's platform within a broader set of AI startup pitches.
Diego Rodriguez · Eugene · Jonas Bauer · Shijia Liao · David Vorick · Alex AtallahAI Engineer World's Fair 2025
Alex Bauer describes how human-team management patterns can make AI agents more reliable, alongside Claude's role in helping nontechnical revenue teams build tools.
The shared HF0 showcase introduces Upside's structured enterprise-data platform among pitches for creative tools, voice models, and model routing.
Affiliations reflect each recorded session, not necessarily current employment. The HF0 showcase includes multiple companies; its source summary flags presenter identities and the conference-session match as requiring review.