AI & Healthcare Architect
Architecting the Future of Regulatory Intelligence.
AI Regulatory & Healthcare Tech Consultant. I help organizations build compliant AI systems for Healthcare. Expert in LLMs, Drug Regulatory, and Drug Safety.
Focus
AI in Pharmacovigilance & Regulatory Tech
Shipped projects
+9
Drug Regulatory | AI
Safety by Design
About
The Intersection of Compliance & Code.
I wear two hats at SFDA: Director of the Medication Error Department, where I lead the national effort to prevent look-alike drug packaging from harming patients, and Head of the AI Team, where I drive digital transformation with a 15+ person multidisciplinary team.
My path is uncommon: PharmD from MCPHS Boston, a Master's in Applied AI, and now pursuing a PhD in Computing. I don't just advise on AI in healthcare—I build the production systems regulators use daily.
This blend earned me the SDAIA & Stanford Hackathon Championship and seats on the ICMRA AI Steering Committee and as Chair of ISoP's AI in Pharmacovigilance SIG.
My mission? Make medications safer—one algorithm at a time.
Highlights
- Led the development of the 1st-place model at the SDAIA & Stanford Hackathon—a machine learning solution for regulatory challenges.
- Chair, ISoP AI in Pharmacovigilance SIG—advising global strategy on AI adoption in drug safety.
- Built Signal Sight, a multi-agent PV system with report generation so safety teams can act faster on emerging signals.
- Created ArtGuard—using perceptual hashing + vision models to catch drug packaging that looks dangerously similar.
- Designed BenchVision to cross-reference 100-page regulatory documents in seconds using advanced AI.
- Lead developer of SFDA Copilot, a hybrid RAG system combining semantic + lexical retrieval for daily regulatory queries.
0
AI Tools Shipped
0
Publications
0
Years Experience
How We Can Collaborate
Strategic Advisory
Guiding organizations through the adoption of AI in regulated healthcare environments.
System Architecture
Designing scalable, compliant regulatory tech stacks.
AI Implementation
From concept to deployment: building RAG pipelines, agents, and predictive models for health data.
Trusted stack
Projects
Proven Track Record
AiPrio
View ↗Automated prioritization of safety signals, reducing manual triage time by 40%.
Flask · Gemini · Data Viz
BenchVision
View ↗Accelerated benchmarking of regulatory documents against gold standards.
GPT-4 · PDF · Benchmarking
FalconReg
View ↗Instant similarity search across thousands of SPC documents.
FAISS · TF-IDF · SPC
Signal Sight
View ↗Streamlined signal detection with multi-agent analysis and visualization.
Flask · LangChain · OpenAI
QPPV Smart Assistance
View ↗Intelligent support for QPPVs with historical context retrieval.
GPT-4 · FAISS · Hybrid
ArtGuard
View ↗AI-powered detection of look-alike medication packaging errors.
Vision · GPT-4.1-mini · Dropzone
SFDA Scraper
View ↗Real-time intelligence dashboard for monitoring regulatory updates.
FastAPI · Vue · SQLite
SFDA Copilot
View ↗Citation-backed regulatory intelligence for confident decision making.
Flask · OpenAI · RAG
SPC InsightLens
View ↗Automated comparison of product characteristics to ensure consistency.
Flask · TF-IDF · PDF
Featured work
AiPrio
Automated prioritization of safety signals, reducing manual triage time by 40%.
Launch ↗Signal Sight
Streamlined signal detection with multi-agent analysis and visualization.
Launch ↗SFDA Copilot
Citation-backed regulatory intelligence for confident decision making.
Launch ↗BenchVision
Accelerated benchmarking of regulatory documents against gold standards.
Launch ↗Case Study: ArtGuard
AI-Powered Medication SafetyArtGuard
AI-Powered Medication Safety
1,500+
Packaging errors annually
Patients · Regulators · Pharma
All at risk
2-3 hours
Manual review per package
Dual-Engine AI
Hashing + Vision LLM
Upload → Analyze → Report
30 seconds
500+ scanned
47 flagged · 40% faster
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