How we actually work.

Teams ship. Individuals need managing.

We don't send you engineers. We send you a team — with a delivery lead, a shared standard, and a single accountable outcome. That's the difference between shipping and coordinating.

• 01

  Self-sufficient beats swarm

  A pod with a delivery lead makes decisions. A swarm of individual contractors needs them made for it. We optimize for the first.

• 02

  One lead, one outcome

  Your PMs aren't coordinating five vendors with five onboarding docs. The delivery lead owns the outcome — and the Slack channel, and the demos, and the ship.

• 03

  Plugs into your rituals

  Your sprint cadence, your tooling, your standups. We don't ask you to learn our process; we join yours.

AI in the foundation, not bolted on.

We build with AI from day one — architecture, tooling, evals — because retrofitting it later is how you ship a demo and lose a customer.

• 01

  Evals before features

  AI behavior without evals is a coin flip. We build the harness first — in CI — and anything that regresses it doesn't ship.

• 02

  Retrieval over novelty

  When your data exists, grounded retrieval beats bare LLM calls. We design for accuracy at production scale, not demo-day magic.

• 03

  Observable by default

  Every model call traced. Cost curves and latency tracked from day one. Model swaps don't require rewrites — they require flipping a flag.

Build like regulators are watching. Because they are.

HIPAA, SOC2, audit trails, PHI handling, EHR integrations. In regulated industries, compliance is the architecture, not a checklist taped on before the audit.

• 01

  Architecture, not audit-prep

  HIPAA and SOC2 shape the data model and deploy topology. Retrofitting them for an audit is expensive; building with them is free.

• 02

  PHI-aware from line one

  Encryption in transit and at rest, role-based access, structured audit logs, data retention policies — on the foundation, not as stickers on top.

• 03

  EHR integrations when they matter

  Epic, Cerner, and healthcare interoperability patterns (FHIR, HL7) — we've shipped against them before, which is why we know where the failure modes hide.

What we build with.

Platform-certified on AWS, Azure, GCP, Databricks, and OpenAI. We match the stack to the problem — not the other way around.

Languages

• TypeScript
• Python
• Go (when warranted)

Web & App

• Next.js
• React
• React Native

Data

• Postgres
• Databricks
• Redshift
• Snowflake

AI

• OpenAI
• Anthropic
• open-source models

Cloud

• AWS
• Azure
• GCP
• Terraform

Ops

• GitHub Actions
• observability
• feature flags
• incident response

The scaffolding we don’t rebuild every time.

Pre-built modules that compress the first two weeks of every engagement from “bootstrapping” to “shipping features.”

• 01Auth + RBAC scaffolding
• 02Structured audit logging
• 03LLM evaluation harness
• 04CI/CD + observability bootstrap
• 05HIPAA-grade PHI handling
• 06Frontend design system