AI Risk Manager integrates into the PR review workflow to help engineering and QA teams catch problems before they reach production. It analyzes changed code areas, identifies high-risk modifications, and generates a structured test-first merge triage report — summarizing what needs attention and why. Instead of relying on manual code review instincts or post-merge incident response, teams get a consistent, automated risk read on every release. Useful for fast-moving teams shipping frequently who want a safety layer without slowing down the review process.