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Understanding AI APIs and Pricing Print

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Building and paying.

WHAT AN API GIVES YOU

Programmatic access. Your software sends requests and receives responses.

HOW PRICING USUALLY WORKS

Per token, for input and output separately.

Output is frequently more expensive than input.

WHAT DRIVES COST

Prompt length, sent every time Output length Model choice Volume

THE REPEATED PROMPT PROBLEM

A lengthy system prompt sent with every request costs on every request.

At volume, that dominates.

WHAT REDUCES COST

Shorter prompts Smaller models for simple tasks Caching, where supported Not sending more context than needed

WHAT TO ESTIMATE BEFORE BUILDING

Requests per day, average prompt and output length, model choice.

That gives you a cost figure. Most projects do not calculate it and are surprised.

RATE LIMITS

Requests per minute and tokens per minute. Plan for them.

WHAT TO MONITOR

Spend, daily. Costs can rise unexpectedly when usage changes.


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