Abbott Diagnostics
Healthcare data products
Built an automated laboratory benchmarking product associated with about $1.8M in recurring revenue at Abbott Diagnostics and later served as a Data Science Manager.
About GNS-AI
AI only creates value when the workflow works.
GNS-AI helps regulated organizations design the right AI, build it into real operations, prove what works, scale what creates value, and control consequential decisions as AI takes on more responsibility.
GNS-AI
Why GNS-AI
Experience across the seams where AI has to become operational.
Data, workflow design, evaluation, and control are tightly coupled once AI moves beyond a demo. GNS-AI brings experience across healthcare data products, clinical AI, experimental thinking, and decision-control research to those operating problems.
Clinical AI
Clinical AI systems
Developed a clinical AI chatbot and recommendation system grounded in ASCO guidance while working with clinical experts.
Ph.D. Biomedical Engineering
Systems under uncertainty
Doctoral research in biomedical engineering examined safety margins, movement planning, perturbation response, and how behavior changes as systems approach less reliable operating regions.
Decision Control Plane
Decision-control R&D
GNS-AI is developing the Decision Control Plane as a runtime and replay control architecture for AI-influenced consequential decisions, with patent applications filed around DCP and related decision-control methods.
Need to decide what happens next with an AI initiative?
Bring the initiative, pilot, or live workflow. We can determine whether the next step is design, build, proof, scale, or decision control.