Rayan Sadri is a product and growth lead with a background in AI and NLP. I cofounded Carez AI, a venture backed startup that builds data platforms for computer vision teams. I led product, growth, and partnerships across North America and Europe. We were selected into ERA NYC, CDL AI, and NEXT36.
I like small teams that ship. My work bridges data infrastructure, model evaluation, and clinical workflows with enterprise sales and onboarding. I run tight discovery, move fast to a minimum lovable product, and keep a clean surface for buyers.
          
          Product strategy
          Zero to private beta in eight weeks
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        Tight discovery to a minimum lovable product.
- PRD to release cadence of four drops per month
 - Clear acceptance criteria and rollback plans
 - Roadmap runs on user outcomes and cost of delay
 
          
          Growth and GTM
          Founder led sales from discovery to references
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        - Five hundred K plus pipeline built from discovery
 - Eleven design partners onboarded, twenty plus on waitlist
 - ACV and pilot pricing tested with fast loops
 
          
          Data and AI
          Evaluation frameworks that buyers trust
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        - Strong with Python, SQL, model tooling and benchmarks
 - Human in the loop review designed for quality
 - Simple metrics that predict deployment success
 
          
          UX and research
          One screen and one action for clinicians
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        - Observation first studies with decision logs in twenty four hours
 - Specs written from real tasks, not features
 - Figma prototypes that match production constraints
 
          
          Enterprise and partnerships
          Pilots across Canada, Brazil, United States
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        - External validation via ERA NYC, CIRSE, GEST, universities
 - Security questionnaires and IRB ready data flows
 - Buyer committee mapped, risks owned early
 
          
          Team leadership
          Five people across three time zones
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        - Weekly operating rhythm with clear ownership
 - Decision memos under one page within a day
 - Calm incident reviews and no blame fixes
 
          
          Ops and quality
          Runbooks that match real clinical use
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        - Logging and audit trails buyers accept
 - Release checklists and easy rollbacks
 - Success criteria tied to clinical and business outcomes
 
          
          Storytelling and fundraising
          Clear wedge to platform story
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        - ERA NYC one percent acceptance, demo to 400 plus investors
 - Press and talks that build buyer trust
 - Data room and FAQs ready for diligence
 
2025 United Nations WIPO Conversation Talk Open ↗
Invited speaker on synthetic medical data and ethics.
2025 AI for Pharma Growth Podcast Open ↗
Scaling synthetic imaging for clinical validation.
2025 McGill Delve Interview Podcast Open ↗
Inside a startup using AI for medical imaging.
2024 ERA NYC Demo Day Demo Open ↗
Pitched to 400 plus investors in New York City.
2024 ERA NYC Announcement Press Open ↗
Selected top one percent for Winter 2024 cohort.
2024 CIRSE Congress Feature Press Open ↗
Industry highlight for AI powered image enhancement.
2024 21st Century Tech Article Open ↗
Coverage of synthetic medical imaging tool.
2024 AI in Embolization Feature Open ↗
GEST Group spotlight.
- Data platform for computer vision teams in healthcare and life sciences
 - Synthetic imaging datasets and validation workflows
 - Backed by ERA NYC with pilots across North America and Latin America
 





