# AI Feature Launch Checklist

18 items before shipping an AI feature.

- [ ] Define failure modes and fallback UX
- [ ] Set per-user and global cost caps
- [ ] Add streaming UI with cancel support
- [ ] Log prompts and outputs (PII-safe)
- [ ] Rate-limit API routes
- [ ] Test with empty / malformed inputs
- [ ] Document model version and temperature
- [ ] Add human review path for high-risk outputs
- [ ] Monitor latency p95
- [ ] Ship with feature flag

— Makershot · makershot.tech