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Report: AI code generation reality check

NEW RESEARCH | June 2026

A survey of 309 engineering leaders on what AI-generated code actually looks like in production, where review and visibility are breaking down, and what high-performing teams do differently.

Download the report

44.7%


of respondents say they already run AI-generated code in production

49.2%


say security changes are the hardest to detect week to week

76.4%


say AI risk mitigation tooling would be very or extremely valuable

upcoming webinar

Go deeper on the findings: July 29

Join Ted Julian, CEO, and Aaron Beals, CTO, on Tuesday, July 29 for a working session on what the report data means for engineering leaders. We’ll cover where the visibility gap is widest, why 76% of leaders say risk mitigation tooling is now critical, and what high-performing teams do differently.

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