Best-fit situations
- A small team uses agents to ship rapidly and needs just enough control to avoid blind merges.
- A contractor builds features with AI assistance and needs client-trust evidence.
- A founder wants to use AI coding tools without losing track of payment, auth, or customer-data changes.
- A team wants incident-ready rollback notes without turning every PR into paperwork.