Enterprise AI Evaluation & Quality Framework
A repeatable framework for evaluating, optimizing, documenting, and governing custom enterprise AI applications.
What needed to change.
As custom AI applications proliferated, quality varied across prompt structure, calculations, grounding, formatting, documentation, and user safety.
What I designed and led.
- Defined a 12-dimension production-readiness rubric.
- Created repeatable evaluation and remediation workflows.
- Built supporting auditing and translation utilities.
- Developed documentation and guide-alignment automations.
What changed.
The framework converted quality from an expert-dependent review into a scalable operating standard, improving consistency, maintainability, and production readiness.
12-dimension production-readiness standard