The problem
Existing Oracle Fusion regression didn't cover AI Agent-driven actions, approval flows, or rollback paths.
Root cause
Test coverage scoped to UI/API; no risk tiering or audit assertions for AI-initiated transactions.
Approach
Module-level coverage matrix, risk tiering of AI actions, AI-aware functional regression, approval & audit assertions.
Framework used
Oracle Fusion test automation + AI evaluator harness + audit trail assertions
Results
- Zero AI-related production incidents
- Quarterly update completed on time
- Audit findings: none
Lessons learned
- Reuse Oracle expertise, extend with AI
- Tier risk before automating
- Audit assertions belong in CI