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.…
Engineering is one piece. When you'd rather hire your own team, drive growth, or vet a candidate, the rest of the network runs the same operator playbook.
We respond within 24 hours. NDA available on request.
