Boring infrastructure.
Modern AI.
Direct LLM integration. Postgres, pgvector, TypeScript, Python. Eval-first development. Six capability areas, ten industries, forty-seven engagements behind us.
What we ship.
Seven engagement shapes. Fixed scope, fixed fee, real software and shipped roadmaps — and you own everything we leave behind.
AI Agents
Direct LLM integration, evals, observability. Ship the agent your team can extend.
Open service →Website Audit
Seven dimensions, scored backlog, AI-readiness layer. Ends with shipped fixes — not a PDF.
Open service →Frontier Firm
AI transformation playbook for ops-heavy teams. Diagnostic, roadmap, rollout.
Open service →Ad Optimization
Performance creative + funnel diagnostics. Move CPA, not just impressions.
Open service →MVP Development
From hypothesis to in-market in eight weeks. Real software, full source ownership.
Open service →LLM Apps
Product-grade LLM features wired into your stack. Postgres, pgvector, retrieval done right.
Open service →Mobile Apps
iOS + Android with senior engineers and full source at handoff. Eight weeks to install button.
Open service →What we're good at.
- Direct LLM API integration (no agent frameworks)
- Structured output via schema-bound prompts
- Tool calling with deterministic dispatchers
- Human-in-the-loop approval flows
- Postgres + pgvector retrieval pipelines
- Hybrid sparse/dense search
- Embedding strategy & chunking
- Real-time ingestion + versioning
- Behavior tests, not just unit tests
- LLM-as-judge pipelines for subjective outputs
- Dashboards your team opens on Monday
- Cost & latency tracking per call
- Cloudflare Workers + Pages (this site)
- Vercel, Fly.io, Railway for app deploys
- Postgres on Neon / Supabase / RDS
- Sentry, Grafana, UptimeRobot
- Slack, Notion, Linear, Asana
- HubSpot, Pipedrive, Salesforce
- Stripe, payment & billing flows
- Webhooks & event-driven systems
- Next.js · React · TypeScript
- Tailwind, design-systems-first
- Server components & edge runtimes
- Type-safe forms, accessible by default
Three ways to hire the lab.
The sprint is the lead promise, not the ceiling. Same senior engineers, same eval discipline, same source ownership at every milestone — sized to the work in front of you.
Eight weeks
First builds, MVPs, focused outcomes. Hypothesis to in-market with a written brief on day one and a runbook on day fifty-six.
MVP engagement02 · PROGRAMMulti-phase
Enterprise builds, regulated work, multi-system integrations. Two to four phases over six to twelve months, each phase its own written scope and number.
Enterprise engagement03 · PARTNERSHIPOngoing
Eval ops, model migrations, on-call architecture for teams that already shipped. A senior bench you can keep, not a retainer that bills past usefulness.
Talk to usBattle-tested tools. No experiments at your expense.
Industries we've shipped for.
- B2B SaaS
- Capital markets
- Legal tech
- Healthcare & EHR
- Marketplaces
- Vertical SaaS
- Logistics
- Insurance
- Hospitality
- Consumer mobile
Compliant by default.
- SOC 2 TYPE IIAnnually audited, attestation on request
- CCPACompliant data handling for California residents
- GDPR-READYEU data residency available on request