Illustrative scenario. Proposed approach and intended outcome, not reported client results.
The problem
Teams gather evidence from six systems. Every decision must stand up to an audit.
The engineering approach
AI would gather and summarise evidence, linking to its sources. Testable rules and human approval would govern each decision.
The intended outcome
Less time gathering information. A traceable decision record, checked against audit requirements.
AI coding tools that made no difference