AI Product Leader in Healthcare & Consumer Tech
Ankit Mishra
I build systems that give people agency, not extract their attention
Most health tech extracts data. I build systems that give people agency over their health. From preventive platforms serving 150,000+ users to HIPAA-compliant EMRs processing millions of records.
Twelve years across India and the US taught me this: the hardest part of building isn't writing code—it's maintaining purpose as you scale. I have led 100-person distributed teams, shipped products across three continents, and learned that absolute constraints aren't obstacles; they are clarity engines.
Today, I architect AI-native systems at the intersection of complex clinical workflows and emerging technology. I do not build products that optimize for infinite scrolling. I build tools that restore human leverage.
CORE CAPABILITIES
Twelve years of architecting 0→1 products across distributed teams, highly regulated markets, and emerging technologies.
Operational Leadership
I connect technical execution directly with clinical strategy. I do not just manage roadmaps; I own the absolute outcome across cross-border engineering teams.
- C-Suite & Medical Director Partnership
- Orchestrating 50+ Member Distributed Teams
- Total Tech P&L Ownership
- Cross-timezone Execution Synthesis
Product Strategy & GTM
Zero-to-one venture building. I define the exact product vision, the unit economics, and the rigid operational path from the initial concept through series-A scale.
- Unit Economics Modeling (Zero to $500K ARR)
- Go-To-Market Execution (US & Emerging Markets)
- Ruthless Roadmap Prioritization
- Scaling Architectures for 100M+ Users
AI Orchestration
Building AI-native systems for clinical applications. Moving beyond conversational chat into deep LLM orchestration, agentic loops, and computer vision pipelines.
- Designing Agentic AI Workflows
- Computer Vision Production Deployment
- LLM Cost Optimization (Caching & Routing)
- Evaluation Frameworks for Non-Deterministic Code
Regulated Systems Strategy
Deep operational expertise in navigating US and UAE healthcare tech. Applying FHIR/HL7 standards, HIPAA/NABIDH compliance, and zero-UI clinical workflow designs.
- Zero-UI Clinical Workflow Architecture
- FHIR/HL7 Data Integration
- HIPAA & NABIDH Compliance Engineering
- Navigating FDA SaMD Classifications
THE JOURNEY
CricTracker — Co-Founder & Editor-in-Chief
Scaled a media platform from zero to 100 million monthly readers globally. Managed a 100-person distributed team taking full P&L ownership.
Procedure Tech — Principal Product Manager
Directed technical product delivery for complex enterprise platforms bridging India, US, and Australia. Scaled the Biddano logistics engine to a $5M GMV run rate.
View Case StudyHouseworks — Head of Product
Owned zero-to-one product engineering for a US chronic healthcare group. Architected and shipped a fully HIPAA-compliant EMR serving 10,000+ active patients.
View Case StudyPFC Club — Chief Product Officer
Leading an AI-powered preventive health ecosystem serving 150,000+ users. Driving product strategy, computer vision integration, and a 70-member cross-functional organization.
View Case StudySelected Work
What I have shipped. Products that represent distinct explorations in how technology fundamentally multiplies human potential.
0-1-scale Products
Full-cycle product leadership at scale
PFC Club App
Architected a preventive health system that grants users complete agency over their physical optimization. Scaled a consumer AI application that analyzes metabolic markers, entirely bypassing generic advice in favor of verified, automated clinical interventions.
Houseworks EMR
Engineered a zero-to-one HIPAA-compliant Electronic Medical Record to process deep US chronic care populations. Built a clinical interface that physicians actually use, drastically reducing repetitive charting friction and rigidly standardizing medical outcomes.
AI Innovation Projects
Demonstrating hands-on AI building & RAG systems
Health OS
Architected a secure personal health operating system. Embedded rigid FHIR standards directly into consumer flows, automatically pulling wearables and lab data into a unified, highly actionable clinical timeline.
Sadhaka AI
Built an agentic RAG system that forces ancient spiritual literature to interoperate with modern LLM retrieval. Tuned a precise AI model to maintain absolute stillness over generic chatbot eagerness.
International Client Delivery
Multi-market B2B/B2C platforms (India • US • Australia)
Procedure Tech
Directed high-complexity platform development for cross-border enterprise clients. Navigated massive multi-region compliance mapping for seamless deployments across the US, India, and Australia.
Sportspeg
Engineered a high-frequency secondary ticket market purpose-built to handle massive infrastructure load spikes during premier sporting events.
How I architect, build, and scale
Product Strategy
AI Systems
Healthcare
Technical Prototyping
Latest Thoughts
Unfiltered perspectives on building, scaling, and managing the probabilistic reality of AI systems.
AI Leverage: Beyond the Buzzwords in US Healthcare
Why most AI integrations fail and how to build systems that actually learn from clinical constraints.
The Product Operator: Shifting from Roadmap to Execution
A deep dive into the philosophy of shipping, scaling, and owning the outcome.
Building the Next Inflection
I build companies at the intersection of emerging machine intelligence and highly regulated, complex human workflows. If you are struggling to scale a clinical product or architect an AI system that actually works in production, let's talk.