# Find your AI waste

> Free scanner that estimates where your LLM spend is leaking: oversized models, uncached prompts, retry storms and context bloat.

Source: https://tokenomy.ai/waste
Last updated: 2026-09-07
Publisher: Tokenomy — FinOps for AI
License: free to quote with attribution and a link to the source URL.

Answer a few questions about your workload and get an itemized estimate of avoidable LLM spend — model right-sizing, caching, context trimming and retries.

## Overview

Answer a few questions about your workload and get an itemized estimate of avoidable LLM spend — model right-sizing, caching, context trimming and retries.

- Model right-sizing opportunities
- Prompt and response caching ROI
- Context bloat and retry-storm detection
- An itemized annual savings estimate

## About Tokenomy

Tokenomy is the economic runtime for AI — the system of record for AI model pricing, plus free tools, independent research and runtime rails that meter, enforce and attribute every model call.

## Related pages

- [Free tools](https://tokenomy.ai/tools)
- [Research](https://tokenomy.ai/research)
- [Pricing Data API](https://tokenomy.ai/data-api)
- [Academy](https://tokenomy.ai/academy)
- [Blog](https://tokenomy.ai/blog)
- [Pricing](https://tokenomy.ai/pricing)
- [Why FinOps for AI](https://tokenomy.ai/finops-for-ai)