Healthcare data and AI leadership
Data science leadership and enterprise AI, analytics, data, and workflow experience in regulated healthcare, including roles at Abbott and Apricity Health.
GNS-AI helps regulated organizations prioritize, design, build, prove, and scale AI in real workflows, with Decision Control when AI shapes consequential actions.
Founder and CEO of GNS-AI. Creator of the Decision Control Plane™.
Enterprise, clinical, builder, research, and public work.
Data science leadership and enterprise AI, analytics, data, and workflow experience in regulated healthcare, including roles at Abbott and Apricity Health.
Ph.D. in biomedical engineering, with research on neuromotor control and systems under uncertainty. Clinical and biomedical AI experience in regulated settings.
Prior-employer work: at Abbott Diagnostics, Dr. Amit Shah built an automated laboratory benchmarking product associated with approximately $1.8M in recurring revenue.
Proprietary Decision Control methods and software. GNS-AI has filed Decision Control Plane™ patent applications covering those methods.
The work is motivated by a recurring production problem across regulated AI: the same system can encounter cases with very different evidence, circumstances, consequences, and need for human judgment.
Denodo is a verified technology partnership for data virtualization and semantic access when data readiness is the constraint.
Selected talks, interviews, and forums with data, operations, and healthcare leaders. Research, Talks & Media · Speaking topics.
What we publish as evidence comes from verified operating experience, public research and talks, and clearly labeled prior-employer work. We do not invent customer deployments or ROI percentages on this site.
Healthcare data science leadership and AI systems built in real operating environments.
Prototype and synthetic Decision Control demonstrations can show how handling changes as operating conditions change without exposing internal control logic.
Customer outcome claims are published only when there is actual engagement evidence to support them.
Start with the operating problem. We will recommend the right engagement.