Ideas
Dev toolsaicode-reviewsecurity

AI code change validator

Build a tool that reviews all changes made by AI coding assistants.

Why now

AI agents make subtle, potentially dangerous changes beyond the immediate fix.

Who for
Engineering teams
Business model
Team subscriptions
Effort
A few weeks

Developers can't easily spot all changes when AI modifies code beyond the requested fix.

Create a diff analyzer that highlights semantic changes, security impacts, and style deviations.

Teams would pay to avoid bugs and vulnerabilities introduced by AI assistants.

Launch with GitHub Action integration for PR reviews, then add IDE plugins.

Risk: AI coding tools may build this in natively.

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AI code change validator — Ideas