For a team that needs to understand one AI, retrieval, or knowledge workflow before making a larger implementation decision.

I map the workflow, its sources, handoffs, and failure modes; identify evidence and operational gaps; and deliver a concise findings document with practical next options. The engagement is deliberately bounded: one workflow, clear questions, explicit inputs and outputs, and a walkthrough at handoff.

This is not a compliance assessment, security certification, production implementation, or open-ended retainer.