Services/03 · Custom Model Training
Bespoke models,
sovereign infrastructure.
Fine-tuning and from-scratch training tailored to your domain and data — trained and served on infrastructure you control, so weights and data never leave your perimeter.
01A loop, not a hand-off
We fine-tune or train against your targets and iterate until the model earns its place — all inside your perimeter, served through the gateway.
02What you get
A model tuned to your domain — and the harness to prove it.
Data & objective scoping
We define the task, curate and prepare data, and set measurable success criteria.
Fine-tune or train
Adapt an open model or train one for your domain, on your accelerators.
Evaluation harness
A reproducible eval suite so model quality is proven, not assumed.
Deploy to your fleet
Served through the AI Gateway on SGLang/vLLM — behind the same governed endpoint as everything else.
03Outcomes
- A model tuned to your domain and vocabulary.
- Weights and training data stay yours, inside your perimeter.
- Served and governed like any other model in the gateway.
04Who it's for
- Teams whose domain or data makes general models fall short.
- Orgs with data-residency or IP constraints on model training.