Free Resource · LLM Cost Audit

The LLM Cost Audit Checklist — 12 Things to Check Before Your Next Inference Bill

Most teams burning $2k–$50k/month on LLM APIs are leaving 20–40% on the table. This checklist covers the 12 highest-leverage optimizations — prompt caching, model routing, batching, and more. Free to download.

Preview — 4 of 12 items

1

Are you using prompt caching for repeated system prompts?

2

Are you routing simple classification tasks to cheaper models?

3

Are you batching non-urgent API calls to unlock 50% discounts?

4

Have you measured your actual cost-per-feature, not just total spend?

5

Are you doing the thing that saves a lot of money?

6

Are you doing the thing that saves a lot of money?

7

Are you doing the thing that saves a lot of money?

8

Are you doing the thing that saves a lot of money?

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Get the full checklist free

All 12 items, plus notes on how to check each one and estimated savings impact.

Free. No spam. Just the checklist — and optionally, help if you need it.

Engineering teams at Intercom, Zapier, and Gorgias have explored TokenTune's audit process.

Want to go deeper?

Read our guides on the highest-leverage cost optimizations for production LLM workloads.

Prompt Caching: The Fastest Way to Cut LLM Costs by Up to 80%

How OpenAI and Anthropic caching works, when to use it, and real cost examples.

LLM Model Routing: How to Cut Your AI Costs by 50%

Match each task to the cheapest model that passes your quality bar.

Batch API vs Real-Time LLM Calls: When to Use Each (And Save 50%)

When to move workloads to async batch processing and how to do it safely.

GPT-4o vs GPT-4o-mini: When to Downgrade and Save 15x

A decision framework for the most common OpenAI model downgrade opportunity.

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