We design custom AI models, fine-tune frontier LLMs to your data, and build production-grade AI systems for teams that need more than a generic chatbot. From private deployments to retrieval and agents, we make AI work where it matters.
End-to-end AI systems — model, retrieval, evaluation, and deployment — tuned to your problem and your data.
Models built for your domain — trained, distilled, or composed from open-source foundations.
Adapt frontier models to your data, tone, and judgment — with rigorous evaluation at every step.
Wire your AI into the knowledge it actually needs — your docs, your data, your truth.
Multi-step agents that take action — drafting, deciding, and executing inside your workflows.
Bring AI into the products and tools your team already uses — without the vendor lock-in.
Production AI you can actually trust — monitored, evaluated, and safe by design.
We start from your problem, not the model — and only ship what we can measure.
We map the business problem, identify where AI helps versus where it doesn't, and de-risk early with a clear evaluation plan.
We assess data readiness, build labeled eval sets, and define the metrics you'll judge the model on before any training begins.
Prompt, fine-tune, or train — we pick the simplest approach that meets the bar and iterate against your eval set.
We ship to production with guardrails, observability, and a feedback loop so the system gets better with use.
Provider-agnostic by default. We pick the right model for the job — proprietary, open, or somewhere in between.
Tell us the problem you're trying to solve. We'll tell you whether AI is the right tool — and how we'd build it if it is.