Method Data Science is a senior AI engineering studio. We take over stalled builds, ship new AI products, and embed as your engineering team across regulated, data-heavy domains where most shops can't operate: clinical AI on live EHRs, legal and fintech SaaS, underwriting and logistics systems.
Method is a senior AI engineering team. We ship new AI products, take over stalled software, and embed as your engineering team inside regulated, data-heavy domains, end to end.
Ship new AI products. From an idea or a half-built app to production. LLM pipelines, agents, full-stack, cloud. We have taken products from barebones to App Store and from concept to demo-day.
Take over stalled software. Offshore team stalled, vendor underdelivered, or an AI app held together with tape. We stabilize production, own the roadmap, and ship. You own the code, end to end.
Be your engineering team. A senior, AI-native team that runs as your fractional CTO plus engineers inside regulated, data-heavy domains. We hold the roadmap and ship alongside you.
Start anywhere. The phases are designed to compose. Most engagements run Phase 0 → 1 → 2 over the first months. Phase 3 is for taking over a stalled vendor or offshore team without losing production.
Firm-voiced summaries of completed engagements. Active retainer clients are omitted. All case studies are published with client knowledge.
Outcome: Took an inherited, half-finished codebase and shipped a full consumer streaming app, auth, streaming, search, Stripe payments, and creator payouts, live on the App Store. Full-stack build owned end to end.
Physician targeting + ecosystem map operational. Built the treatment ecosystem data layer and a physician-scoring system supporting the commercial team.
Churn prediction in production. Built a churn-prediction model and the data platform behind it for a multi-billion-AUM advisory, flagging at-risk relationships before attrition hit.
Data platform at scale. Built the data engineering and analytics backbone across 300M+ rows of property data on a multi-year engagement.
Replaced offshore dev team as full product engineering. Clinical AI scribe scaled to enterprise platform. Method embedded as fractional CTO plus dedicated engineering team.
Concept to demo-day in under six months. Built a relationship-intelligence SaaS for law firms, full product, security, and roadmap ownership.
Voice-driven AI sales CRM, shipped. Built a freight CRM with voice capture and LLM next-step recommendations. Fixed Phase-1 build then ongoing roadmap ownership.
Method is run by technologists who came up through field ecology. That lens changes what we look for in your company, and what we refuse to optimize for. Four principles that govern every engagement.
Dinosaurs dominated the planet for 165 million years. When the environment shifted, the lineages that survived were not the most specialized ones. They were the ones carrying redundancy they didn't strictly need in the good times: dietary flexibility, metabolic range, behavioral plasticity. Companies optimized purely for efficiency are fragile to environment change. Method invests in redundancy and resilience where it matters: data, IP, and institutional memory.
Walls fail at a single breach. Mature ecosystems keep functioning even when individual species are lost. The remaining web re-routes flows around the gap. We build resilient systems as a network of interdependent assets: proprietary data, codified expertise, hardened infrastructure, institutional workflows. Remove any one and the others still hold.
r-strategists ship fast, reproduce everywhere, protect nothing. It's the right strategy pre-product-market-fit. Then the company gets acquired and keeps running the same playbook into a new environment. Post-close, the winning move is K-conversion: concentrating investment in the 2–3 assets that actually compound, codifying what's proprietary, and retiring the bets that no longer serve the thesis.
Canopies get defoliated. Root networks regenerate. Method invests engineering hours in infrastructure, data architecture, and proprietary models that compound quietly over time. The marketing surface, the shiny app, the sales motion all regrow from a healthy root system.
A 30-minute call. No pitch deck. If we can help, we'll tell you. If we can't, we'll tell you that too.
