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Lesson 5 of 7

Right-size the model

6 min read

The same job can cost 20× more on one model than another. So why would anyone pay for the expensive one — and when should you?

The biggest lever

Model tiers span a wide price range — often 5–25× from the lightest to the flagship. Bigger isn't always better for a given task: summarising, sorting, and simple replies rarely need the top model. Right-sizing means starting with the cheapest model that still passes your quality bar, and only moving up when it genuinely fails.

Choosing the right-sized model is the biggest single cost lever.

Two discounts on top

Once the model is right, two mechanisms trim more. [Prompt caching](glossary://prompt-caching) reuses an already-processed chunk of your prompt instead of re-reading it, cutting repeated-input cost. [Batch processing](glossary://batch-processing) runs non-urgent jobs together for roughly half price. Neither matters if you're overpaying for the wrong-sized model first — sizing comes before discounts.

Caching and batching help — but only after you've right-sized the model.

Default to the cheapest capable model; reserve the flagship for the hard cases that actually need it, and route the rest cheaply.

Cutting the bill, in order

What's the biggest lever for cutting an AI bill?

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