Document inspection demanded consistency, traceability, and human oversight. Any use of AI had to strengthen the process without weakening accountability.
What I led
I shaped the use case, system behavior, review controls, and operating model around the requirements of the people responsible for the final decision.
The result
A practical AI-assisted workflow built around responsible use, reliable review, and clear human ownership.
Why it matters
The hard part of enterprise AI is rarely the model. It is designing the surrounding system so people can trust it, govern it, and use it in real work.