About Me

I advise organizations on deterministic AI architectures and layered knowledge systems—helping leadership teams build reliable, auditable solutions where compliance and privacy are critical.

What I Do

My expertise is in deterministic AI architectures and context-aware knowledge layers—advising teams on systems that produce consistent, traceable outputs rather than probabilistic black boxes. This approach is essential when working with production data in regulated environments where every decision needs to be auditable.

I work with organizations as a fractional CAIO or strategic advisor, providing guidance from initial AI assessments through architecture decisions, governance frameworks, and vendor evaluations for privacy-preserving systems.

Track Record

ZoomInfo

Led product development through company's $800M acquisition, establishing data quality and AI infrastructure standards

Cape Privacy

Built privacy-preserving machine learning platform enabling secure model training on encrypted data

expert.ai

Scaled product organization from 3 to 15 people, shipping NLP solutions for enterprise customers

Arch Systems

Developed AI-powered compliance automation for financial services organizations

Harvard Medical School

Guest lecturer on genomic analytics and privacy-preserving approaches to medical data

How I Work

I start with a comprehensive AI assessment to understand your current capabilities, compliance requirements, and implementation risks. From there, I provide fractional CAIO services or strategic advisory—guiding architecture decisions, vendor evaluations, and governance frameworks.

My approach combines deep technical expertise in deterministic AI with practical understanding of GDPR, HIPAA, SOC 2, and other compliance frameworks. I help organizations design systems that are not just powerful, but trustworthy and defensible.

Schedule Consultation

Let's discuss your AI implementation challenges and compliance requirements.

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