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What Is Reasoning?

Reasoning refers to a chain-of-thought process: the model formulates explicit intermediate steps before arriving at the final answer. This makes the solution path traceable and improves quality on demanding tasks.

During the reasoning process, the model generates so-called reasoning tokens. These are delivered to customers and billed at the same rate as output tokens.

Not every model has reasoning capability. For models like GPT-OSS, reasoning effort can be set in levels: low, medium, and high.

  • Better quality on complex tasks (math, logic, code generation)
  • Traceable solution path

For models with adjustable reasoning effort, choose the level that fits the task: high reasoning levels pay off where complex tasks justify the extra tokens, for simple tasks, lower levels save cost and latency.