Review frequency depends on the system’s:

  • Risk level

  • Impact on users

  • Past feedback or incidents

Best practices:

  • Schedule periodic reviews (e.g., quarterly)

  • Trigger ad-hoc reviews after incidents or model changes

  • Maintain an AI review calendar or checklist