3 Startups · $11.5M+ · AI + Enterprise IT + Agentic marketing intelligence

What they're building

Enterprise AI keeps stalling for a specific, well-documented reason: the AI has no idea how your systems actually work. Every large enterprise runs on a tangle of customised ERP configurations, undocumented API integrations, workarounds built by people who left three years ago, and business logic that exists nowhere except in institutional memory. When you ask an AI agent to change a core business process inside that environment, it is operating blind. The result is enterprise AI stuck in pilot phase permanently. Whirl AI is building the context layer that fixes this. The platform continuously ingests metadata from enterprise systems and converts it into a living, searchable knowledge base, maintaining real-time system intelligence that updates as environments change: which applications exist, how they are configured in practice, what integrations depend on what, what the actual business processes are versus what the documentation says. Purpose-built AI agents then operate on top of that context to help IT teams research, design, develop, implement, and test changes to applications and integrations, compressing work that previously took weeks into hours.

Why this matters

ICONIQ is primarily a growth-stage fund. They have backed Snowflake, Figma, Workday, and ServiceNow. Leading a seed round is so unusual for ICONIQ that they made it their headline: this is described as "one of ICONIQ's earliest ever investments." The partner who led it, Matt Jacobson, worked alongside Sunny Bedi directly at Snowflake and had a front-row view of the exact operational problem Whirl is solving. His public statement is unusually specific: "The problem Whirl solves is not theoretical to him. He lived it firsthand, at scale, for two decades." The angel roster from Okta, Splunk, and VMware represents three of the most consequential enterprise software companies of the last twenty years. These are people who built and sold to enterprise IT at scale and understand the problem firsthand. The competitive context is also instructive: Glean raised a $150M Series F at a $7.2B valuation in June 2025, and Moveworks was acquired by ServiceNow in March 2025. The market for enterprise AI context and intelligence layers is validating rapidly, and Whirl is at the earliest possible entry point.