AI engineering glossary · Prompt context engineering

What is reasoning effort?

Reasoning effort: A setting offered by some model APIs that controls how much thinking a reasoning model does before answering, typically as levels such as low, medium and high. Higher effort usually improves hard-task accuracy but raises latency and cost.

Level: intermediateTopic: Prompt context engineering

Reasoning effort: an example

Use low effort for extracting an invoice number and high effort for debugging a tricky concurrency bug.

Related terms

More Prompt context engineering terms

Where you learn it

Reasoning effort is part of the AI Engineering Program, which teaches it with notes, a hands-on lab and an exam. The first lesson is free.

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