System One models: when a decision should not cost tokens
A System One model returns a calibrated probability distribution over a typed schema instead of generating text. This page covers when it beats an LLM, three worked use cases, and the failure mode behind each.
Last updated . Model pricing is refreshed twice daily.
Overview
A System One model returns a calibrated probability distribution over a typed schema instead of generating text. This page covers when it beats an LLM, three worked use cases, and the failure mode behind each.
- Request routing: the decision that runs on every single call
- Support triage: the saving is review labour, not model spend
- Content classification: closed sets billed at generation prices
- Tool gating: cheap decisions invite more decisions
About Tokenomy
Tokenomy is the economic runtime for AI — the system of record for AI model pricing, plus free tools, independent research and runtime rails that meter, enforce and attribute every model call.