MODELS · INFERENCE · COMPUTE
Choose an AI foundation that fits the work.
We help scope model access, hosted inference and compute options around a real workload. Engagement is currently limited to needs assessment and partner scoping; availability depends on the project.
Three different decisions
Model APIs
API usage is commonly metered in tokens. Model choice, context size and repeated calls affect cost; a budget and usage boundary should be agreed before a pilot.
Hosted inference
Evaluate deployment, model version, concurrency, latency, data handling and operational ownership together. A hosted endpoint is an operating service, not just a model selection.
Compute through partners
GPU, private and hybrid options require workload and capacity scoping with partners. We do not operate or advertise an owned compute centre or public purchasing platform.
How scoping starts
- Describe the workload, expected usage and performance needs.
- Identify data sensitivity, residency and operational constraints.
- Compare feasible options and any partner requirements.
- Agree whether a bounded pilot is appropriate.
We do not claim signed supply partnerships, inventory, lowest prices, free API access, zero retention, no model training, compliance certification or guaranteed capacity. Any architecture illustration is conceptual until validated.