Top 1% Engineering Teams with AI: Flatter Orgs, Higher Agency ICs, More Deploys, No More Bugs
Summary
Data from Weave (10,000+ engineers). Top 1% AI-using engineering orgs: flatter organizational structure, higher agency ICs, deploy more frequently than average, and do NOT have more bugs despite higher velocity. They spend proportionally more on AI tokens — treating AI as an investment, not a cost to minimize. Concrete example: Telnyx — 200 engineers, 0 managers, 1 VP of Engineering.
Why this signal
The 'more deploys, no more bugs' data point directly challenges the assumption that AI-assisted velocity comes at a quality cost — and attributes it to org structure (flatness + agency) rather than tools. Useful for Neo's conversations about how to structure Thomas Engineering's AI adoption.
Original email
Engineering Leadership Gregor · 6/15/2026
What the Top 1% of Engineering Teams Do Differently with AI