AI Engineering & Adoption Consultant

Secure AI systems that work beyond the demo.

I help enterprises move from AI pilots to measurable production workflows—connecting AI to real data and systems with evaluation, governance, and human control designed in.

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Selected work

Case studies

Why “AI Extracted It” Is Not Good Enough

A quality architecture for Intelligent Document Extraction: structured output, independent verification, deterministic controls, recovery paths, and human review.

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Governed AI-to-Client Delivery

How reusable capability, review gates, and controlled distribution connect AI-assisted creation to client delivery.

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AI Integration for Microsoft 365

Identity-aware discovery and controlled actions for the systems people use to collaborate, communicate, and manage documents.

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Bounded AI-Assisted Remediation

A guided issue-to-fix workflow for lean teams: reproduce failures, explain permitted changes, check independently, and keep business schemas out of scope.

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