You handle sensitive, regulated or proprietary data that shouldn't leave your infrastructure for a third-party API.
Your API bill has become a line item the CFO asks about.
You want RAG over your own documents without those documents leaving your walls.
We look at your data, your use case and your infrastructure, and tell you whether a private deployment is worth it.
If it is, we write a spec: which models, what infrastructure, what it costs, module by module.
Deployment, RAG and fine-tuning where it earns its keep, tested against the spec.
Model migrations when providers retire versions, eval runs on every change, and a monthly report.
It prices the deployment against what it actually finds. If the answer is don't do this, you still leave with a decision, at a fraction of the cost of a build you didn't need.
Open-weight models running in your own cloud or hardware instead of sending data to a third-party API. Worth it if your data is sensitive, regulated or proprietary, or your API bill has become a problem. We assess readiness first, including whether you'd be better off not doing it.
Monitoring, security patching, backup and restore tests, and LLM model migrations when providers retire models on a timetable you don't control.
The assessment produces a spec priced module by module. You know the number before anything is built.
More questions? Read the full FAQ →
The readiness assessment gives you a straight answer, including a straight no.