The Vibe QA Assessment is a 2-minute self-scoring quiz for teams shipping AI-generated code from tools like Cursor, Lovable, Replit, v0, and Bolt. It asks about the testing, review, and observability habits you've put around your "vibecoded" features — type coverage, smoke tests, error monitoring, rollback discipline — then maps your answers to a production-readiness score.

Use it before a launch when you've shipped a feature mostly written by an LLM and don't quite trust it, when onboarding a new vibecoder to your team and want a baseline of their habits, or as part of a quarterly review of AI-assisted engineering practices. The questions are written from the perspective of "what would actually break in prod" — not generic security-checklist material.

How to read the score: the green zone means your testing posture is strong enough that AI-generated code is just code — the same review and monitoring habits that catch bugs in human-written code will catch them here. The yellow zone usually means you have monitoring but light pre-merge gates. The red zone is the dangerous one: you're shipping AI-generated features into production with minimal type coverage, no integration tests, and no rollback plan. That's where the blast radius from a bad AI completion compounds fastest.