The challenge: a moving definition of ready
Different teams used different standards to decide whether an AI feature was ready. Reviews depended on who was available, and important edge cases were easy to overlook.
The approach: agree on the checks first
Lumen’s example workflow puts representative tasks and release criteria next to the specification. Every model change runs through the same review, with exceptions recorded for the next release owner.
A staged rollout adds another opportunity to learn before a change reaches everyone.
The result: decisions with context
The team can explain why a release is ready and what still needs attention. Evaluation results become part of the product conversation instead of an isolated engineering report.
Lumen is a fictional customer. This story demonstrates a possible workflow rather than measured customer results.
Sample case study. Replace with your own customer-approved story before publishing.
