For compliance and reliability, make it easy to:

  • Roll back a deployment

  • Prove which model version made a decision

  • Show evidence of robustness tests

  • Recover quickly from failure

Use:

  • Version control for model artifacts

  • Tagged releases tied to documentation

  • Immutable logs with changelogs

  • Blue-green or canary deployment patterns