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Data note · Published Oct 15, 2025 · Updated Sep 11, 2026

Claude Haiku 4.5: Cheap and Fast

I use Claude Haiku for small refactors, review, and debugging. Its lower cost and faster responses matter more there than deeper reasoning.

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In this article3 sections

I use Claude Haiku 4.5 for small refactors, code review, and debugging. Those jobs benefit more from quick responses and lower cost than from the deeper reasoning I would pay Sonnet for.

The Numbers

ModelInput (1M tokens)Output (1M tokens)
Haiku 4.5$1$5
Sonnet 4.5$3$15

Anthropic launched Haiku 4.5 at $1 per million input tokens and $5 per million output tokens. Sonnet 4.5 was $3 and $15. Haiku cost one-third as much on both sides, which mattered when a workflow made many calls.

Where I Use It

For these bounded tasks, the faster response makes the tool feel more immediate. Sonnet earns its price when I need complex reasoning or nuanced writing.

When Cost Decides

Haiku made repeated small calls easier to justify. I did not use it when the task needed architectural judgment or a long debugging chain; that is where paying for Sonnet saved retries. The cheaper model earned a place by staying inside a narrow job.

One quick signal

Did this earn your time?

What was missing?

Thanks. That gives me something concrete to check.