TokenPilot
How TokenPilot decides
TokenPilot estimates the minimum model capability and reasoning level likely to meet a quality target. It classifies the prompt first; the final recommendation then uses TokenPilot's estimated model catalog.
Intelligence Requirement
The general capability needed to understand the task and produce a useful answer.
Reasoning Requirement
The likely amount of internal, multi-step deliberation needed before answering.
Expected Success
A heuristic comparison of capability coverage, reliability, risk and ambiguity.
Cost
A relative estimate driven by the model, reasoning effort and prompt/output load.
Escalation
A cost-aware sequence of increasingly capable configurations if the first answer is insufficient.
Capabilities and costs are estimated placeholder values.