USE CASES / DECISION ROUTING

Production Paths for Different Infrastructure Realities.

Start with what you already control, what the application needs, and who will operate the service.

FIND YOUR PATH

Match the Product to the Operating Reality

Token API is the path for managed token capacity. Token Factory is the path for turning customer-controlled GPUs into production services.

TOKEN API

You are moving an AI product into production and need contracted model capacity, a familiar integration path, and technical onboarding.

ENGAGEMENT OUTCOMEA private Token API service aligned with the workload and launch plan.

TOKEN FACTORY

You have installed infrastructure but still need a model service, performance baseline, production API, and operating model.

ENGAGEMENT OUTCOMEAn optimized internal model service on infrastructure you control.

TOKEN FACTORY

You need to convert infrastructure capacity into measurable inference services that internal or commercial customers can actually consume.

ENGAGEMENT OUTCOMEA repeatable serving stack with capacity and operating controls.

TOKEN FACTORY

Models and data must remain inside an approved network boundary with explicit access, deployment, and operational controls.

ENGAGEMENT OUTCOMEA private model service built for the agreed customer-controlled environment.