Whirl AI has come out of stealth with $8.9 million in seed funding led by ICONIQ, the firm’s first seed investment, alongside a group of angel investors drawn from the enterprise technology world, including veterans from Okta, Splunk, and VMware.
The problem Whirl is targeting is familiar to anyone who has worked inside large IT environments. The true picture of how enterprise systems work is rarely documented in one place. It exists across outdated files, buried configurations, and the institutional memory of employees who may no longer be around. Each time someone leaves, part of that understanding goes with them. Over time, even routine changes require weeks of investigation just to understand the starting point.
That same knowledge gap is why most enterprise AI pilots stall before reaching production. Without an accurate picture of how systems actually behave, AI agents cannot operate reliably.
Founder Sunny Bedi spent two decades on the inside of this problem. He served as CIO and Chief Data Officer at Snowflake, VP of Corporate IT at NVIDIA, and Senior Director of IT at VMware, joining each company during periods of rapid growth and inheriting the complexity that comes with it. Across all three, he encountered the same bottleneck: teams were not failing for lack of skill, but for lack of visibility.
Whirl’s platform addresses this by continuously ingesting metadata from enterprise systems and converting it into a living, searchable knowledge base. Rather than static documentation, it maintains a real-time layer of system intelligence that updates as environments change. Purpose-built AI agents then use that context to help IT teams research, design, develop, implement, and test changes: work that currently takes weeks.
Direct competitors include Glean, which raised a $150 million Series F in June 2025 at a $7.2 billion valuation and is building an intelligence layer between AI models and enterprise data, and Moveworks, acquired by ServiceNow in March 2025, which uses agentic AI to handle IT and HR requests.
ICONIQ partner Matt Jacobson, who worked alongside Bedi during his time at Snowflake, said the problem is one Bedi “lived firsthand, at scale, for two decades.” The firm’s decision to lead a seed round is unusual; ICONIQ is primarily known for growth-stage investments.
Whirl is already deployed with design partners and is now expanding its team as it moves toward broader production rollouts.