Language models, trained on your business.
We fine-tune, evaluate, and ship language models grounded in your own data — copilots, retrieval systems, and agents that sound like you, cite real facts, and run on infrastructure you own. Not a generic chatbot bolted onto the side.
Useful, measured, and yours.
Grounded in your data
Models learn from your tickets, documents, and records — not the open web — so answers reflect how your business actually operates.
Measured before they ship
Every model is scored on held-out data for accuracy, tone, and safety. We release on evidence, not vibes.
Right-sized, not oversized
We pick the smallest model that clears the bar — cheaper to run, faster to answer, and far easier to own.
Owned by you
Weights, prompts, pipelines, and infrastructure are yours. No black box, no per-seat lock-in.
The full AI stack, end to end.
LLM Fine-tuning & Training
Adapt open models to your task and voice with supervised and preference tuning on your curated data.
Retrieval (RAG) & Search
Semantic search and grounded answers that cite the exact source — over your docs, tickets, and records.
Agents & Automation
Multi-step agents that take real actions across your tools, with the guardrails to do it safely.
Evaluation & Safety
Eval harnesses, red-teaming, and guardrails so you know — and can prove — a model is ready.
Inference & Deployment
Efficient serving with quantization and autoscaling — on your infrastructure or ours.
Data Curation & Labeling
Turning raw, messy data into the clean, high-signal training sets that make models actually work.
We train models — not just prompt them.
Prompting only goes so far. When the task is specific, the data is yours, and the bar is high, a trained model is faster, cheaper, and more reliable than a giant general one. We choose the right technique for the job and prove it on your data.
AI work we've shipped.
Have data and a problem worth solving?
Tell us what you want the model to do. We'll tell you honestly whether AI is the right tool — and how we'd build it.