Case Studies

I build products where practical engineering choices matter: the AI needs to be useful, the platform needs to be dependable, and the experience needs to make sense to the person using it.

Healthcare AI and founder-led product engineering

Scrubs Co-Pilot

~80% less clinician documentation time

I founded and built an ambient clinical AI platform that turns clinician-patient conversations into structured medical documentation.

  • OpenAI
  • Whisper
  • RAG
  • Supabase
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High-traffic commerce and learning platform

Jefferson Fisher launch platform

~$700K USD in sales in under 48 hours

I led engineering for the Rare Days platform behind Jefferson Fisher's launch: assessments, checkout and course delivery that generated about $700K USD in total sales in under 48 hours.

  • Next.js
  • TypeScript
  • Stripe
  • Neon Postgres
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Production RAG assistant for customer communities

Ask Kindred

~200 daily users across three customer companies

I led Ask Kindred from SDK integration through production: a retrieval-grounded assistant serving about 200 daily active users across three customer companies.

  • RAG architecture
  • LLM chatbots
  • Multi-tenant SaaS
  • Access control
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AI platform engineering

RareDaysAI: a reusable RAG platform

A new client is a config file and an ingest

I built the platform behind Ask Kindred so each new client is a config file and an ingest, not a new project. It ships as an npm SDK, a CLI and a hosted multi-tenant backend.

  • TypeScript
  • Next.js
  • AWS Bedrock
  • Pinecone
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Mobile product and platform engineering

Wrangle

1,000+ tests, 46 migrations, 3 automated deploy pipelines

I built the platform behind a travel product that turns photo libraries into ranked, structured micro-guides for better exploration.

  • Expo
  • React Native
  • NestJS
  • Fastify
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Applied NLP and voice experiences

PDF-to-Audiobook

End-to-end NLP and TTS pipeline with resumable batch processing

I designed an AI-assisted PDF-to-audiobook experience that treats narration as a context and characterization problem, not just text-to-speech.

  • Machine Learning
  • NLP
  • LLMs
  • Document processing
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Grounded AI applications

RAG Portfolio Assistant

Retrieval-grounded assistant running on this site

I built the AI assistant on this portfolio so visitors can explore my experience through grounded answers instead of hunting through static pages.

  • Supabase Edge Functions
  • pgvector
  • Cohere embeddings
  • OpenRouter
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