From the eval harness up. We help AI startups ship past the demo and into production — with cost ceilings, observability, and a real moat.
From the eval harness up. We help AI startups ship past the demo and into production — with cost ceilings, observability, and a real moat.
9+ years building outsourced product teams. We engineer like operators because we are operators — JobCannon, Make It Real Academy, Foundation.
Evals that catch regressions before users do · Cost ceilings on LLM calls. We design for these from day one, not as retrofits.
Production-grade Next.js builds — App Router, RSC, edge functions, Vercel deploys, ISR caching strategy that survives traffic spikes.…
Senior React engineers — hooks, suspense, server components, performance budgets, accessibility audits, design-system work.…
Node.js APIs, queues, schedulers, webhooks, microservices. We've shipped Stripe-grade payment flows and high-throughput webhooks at scale.…
Python for data, ML pipelines, FastAPI services, automation. Type-checked, async-first, deploy-ready.…
We build LLM products that ship — not chat demos. Cost ceilings, fallback paths, evals, observability, and a real moat beyond the prompt.…
Production RAG — chunking strategy, embedding choice, hybrid retrieval, reranking, evals. The 90% that gets ignored when teams stop at "vect…
LLM agents that do real work — not loops that hallucinate tool calls. We build agents with bounded autonomy, deterministic fallbacks, and fu…
Training, eval, deployment, monitoring of ML and LLM systems. Reproducible runs, drift detection, cost-aware inference.…
Infrastructure that doesn't wake you up. Terraform, Kubernetes when justified, serverless when smarter, observability always.…
We respond within 24 hours. NDA available on request.
