Governance sets the rules for who can change prompts and how changes reach production safely. It enables fast iteration by making changes easier to review, trace, and recover from—not by adding process for its own sake. section 11.1.1 section 11.4
Build governance around a few practical controls:
- Assign clear ownership and define who can make changes. section 11.8
- Set an approval path and keep an audit trail of changes. section 11.8
- Use versioning, testing, and structured review to catch regressions as prompts evolve. section 11.1.1
- Move prompts through a repeatable lifecycle: draft, test, approve, deploy, observe, improve, and retire. section 11.8
- Scale the process to team size and prompt stakes; governance should be lightweight without making changes untraceable. section 11.7
Recovering a support bot
A team’s prompts spread across repositories, documents, and chat, leaving no clear record of which versions were live or who changed them. When the support bot began producing misleading outputs, tracing the change took hours. Ownership, version history, and review records make such changes easier to locate and incidents easier to recover from. section 11.0 section 11.8
