The problem

A successful demo does not prove that an AI workflow is reliable. When a prompt, model, or tool changes, I want to understand what improved, what failed, and where time or cost increased.

My contribution

• Designing an interface for inspecting runs and failures.

• Scoping run capture and repeatable test cases.

• Defining baseline-versus-candidate comparisons.

Design before implementation

The first version is scoped around one workflow and a small, repeatable evaluation set. Implementation has not started; current work is interface design and scoping.