LLMs and compact models sized to the job.

Language models are the right tool for many production behaviors — when the task boundary is clear.

Repeated inference, evaluation loops, and private serving for workloads that cannot stay on a public endpoint.

When you can name inputs, outputs, and failure modes. If you cannot, we help you define them first — or we say no.