Why every company will train its own models
Specialists win
Companies were never run by one generalist. A model trained for one job beats a frontier model at it, for less.
Agents do the research
Coding agents can now run the training loop themselves: data, runs, evals, repeat.
You own it
Your weights, your data. Nothing you train ends up in someone else's product.
What you can train
Classifiers
Route tickets, tag documents and flag risk, in your categories.
Extraction
Pull the fields you need out of forms, invoices and contracts.
Agents
Trained on your tools and your workflows, not someone else's.
On-device
Small enough to run in the browser or on a phone, with no API bill.
How it works
- TracingMeasureSee how the models in your product perform on real work.
- SandboxesBenchmarkWrite the eval that defines state of the art for your job.
- SupercomputersTrainYour coding agent runs the experiments on our GPUs until it beats the model you run today.
- ModelsServeShip it behind an endpoint. It keeps learning from what comes in.
10:25€512
12:55€587
