Scenario: A university uses a third-party AI tool to rank student applications.

Problem: The tool favours students from private schools due to biased training data.

Response:

  • Vendor was required to submit a fairness audit

  • Contract was updated to require ongoing monitoring

  • Human reviewers were added to approve final decisions

Outcome: Risk reduced, and student trust restored