Klarity

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.

Founded in 2017, the company is led by co-founders Andrew Antos, CEO, and Nischal Nadhamuni, CTO. Its technical approach builds operational context through direct observation rather than interviews or process documentation, capturing workarounds and exceptions alongside formal processes. Generative Dashboards let teams investigate bottlenecks, policy adherence, and time allocation, with data points traceable to their sources. The Agent Development Kit supplies analysis, agent recommendations, governance documentation, and code.

Finance teams can use Within to examine accounting close, accounts payable, approvals, and controls, including rework and exceptions that may suit automation. In 2026, the company reported that DoorDash mapped more than 3,800 processes in 14 weeks.