When paying extra for a "thinking" model is worth it — and when it's a waste

Some models write out their working before they answer. What that actually buys you, what the thinking tokens cost, and the kinds of task where…

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Reasoning models write out working before answering

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The thinking is made of tokens, and they're billed

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Worth it for hard, multi-step problems, not small edits

What this means for your app

Use a thinking mode for the hard moments: planning a feature, untangling a bug that survived two fixes, or reviewing security. Switch it off for renames, copy tweaks and small edits, where you're…

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When paying extra for a "thinking" model is worth it — and when it's a waste

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