Scenario: A medtech company launches an AI diagnostics tool.

What went wrong:

  • Dev team documented model performance, but not oversight plan

  • Compliance team assumed one existed

  • Post-launch audit flagged the gap — conformity file rejected

Fix:

  • Devs updated README and diagrammed where doctors reviewed decisions

  • Logs were added showing manual approvals and override triggers

  • Oversight plan was linked to deployment documentation

📌 Result: Passed audit on re-review — and avoided regulatory penalties.