Why it matters

Pricing models shape choices. Understanding shapes cost prediction.

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The architecture

Input tokens: cheaper.

Output tokens: costlier.

Cache reads: discount.

Batch API: discount.

LLM pricing dimensionsPer-tokeninput + outputCache reads + batchdiscountsReserved capacitycommit for volumePrices change quickly; provider dashboards + comparison sites help
LLM pricing models.
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How it works end to end

Input : output ratio matters.

Cache discounts (10-90% off).

Batch API often 50% off.

Provisioned throughput for latency.