Illustrative scenario. Proposed approach and intended outcome, not reported client results.
The problem
AI writes code faster. Releases still take just as long.
The engineering approach
We would trace the delays, fix the bottleneck in reviews, environments or tests, and assess where AI helps.
The intended outcome
Faster releases without more incidents. Both measures would guide what we keep.
A workflow nobody could safely change