Scope the model
You define the domain, data and what the model needs to do. We audit your data and agree on how success is measured.
Turn proprietary data into proprietary advantage
Build specialized models on the knowledge, decisions and operating data that make your organization unique. Our researchers work alongside your team on Model Foundry, from data to evals to a production model you own.
Proof it works
Week 3
Early models will already match your team's judgement
Time to production
6 weeks
With repeatable data, evaluation and retraining pipelines.
Deployment boundary
Your cloud
Data, weights and policy stay inside an environment you control.
The enterprise opportunity
Your edge is what public models never saw.
A frontier model can reason, but doesn't know your underwriting history, clinical protocols, factory telemetry or internal decisions. Private-data post-training integrates that knowledge into the model itself, then keeps it current as the business changes.
Our researchers embed
Post-training researchers join your team to design evals, structure training data and build reward functions with your domain experts.
Train and iterate
We'll post-train your model on Model Foundry, inside the boundary you control so that every experiment is versioned and reproducible.
Deploy, then hand off or continue
We'll ship the model to your cloud, ours or on-device, then your team takes over or we keep the model current as your data changes.
The economics
Frontier quality at a fifth of the cost
A specialist trained on your data matches the best frontier models on your task, for a fraction of the cost. It's smaller, faster and yours.
Isometric towers compare model ability and evaluation cost. Taller towers represent higher cost per 1,000 evaluation tasks; solid caps indicate models that clear the 0.840 target ability.
Tower height = cost per 1K evaluation tasks◆ Solid cap = clears the 0.840 target ability
What you get
A model-building function, without building one.
Your domain team owns the objective and data. Our researchers and Model Foundry turn both into models you own and can keep improving.
Your expertise is trained into the model itself instead of being pasted into the prompt every time, letting it answer like someone who's worked at your company for years.
Private by design
Your data teaches your model. Nothing else.
Where it starts
Training something new from scratch? See AI labs Build the model your industry has been waiting for
01
Financial services
Train on decades of underwriting, research, risk and operational decisions.
A model that understands how your institution decides.
02
Healthcare and life sciences
Combine domain literature with private protocols, outcomes and modalities such as imaging, omics or sensor data.
Models that read your protocols, your trials, and your data together.
03
Industrial and public sector
Turn telemetry, reports, procedures and institutional knowledge into capability.
Smaller, deployable models that work where the data is created.
Your data already knows your business. Let's train a model that does too
Start with the data you already have and our researchers will scope and create a model that you own, with results you'll see by week three.