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Prompt Engineering

Estimating AI API cost by token usage

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A formula for input/output token cost, plus tips for reducing cost with prompt caching.

Overview

This article shows how to estimate AI API cost before shipping a feature that relies on an LLM.

The cost formula

Cost = (input tokens × input price) + (output tokens × output price), multiplied by the expected number of calls.

Reducing cost

Caching repeated content (a fixed system prompt) and trimming unnecessary context both meaningfully cut cost.

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costtokens

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Prompt Engineering · AI

Estimating AI API cost by token usage | WIKI IT