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Why does chat history increase costs?

Because every new message requires sending the entire conversational history back to the model, meaning you pay for historical tokens repeatedly.

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More FAQs in How to Manage LLM API Costs and Token Usage in Production

Caching responses based on the similarity of query embeddings, rather than exact string matches, to return cached data for slightly rephrased questions.

No, streaming tokens in chunks costs the exact same as receiving the full response at once.

Using algorithms or LLMs to remove non-essential words from a prompt before feeding it into the main model to reduce tokens.

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