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Cheap Seats

Cheap Seats is an MIT-licensed, self-hosted tracker of Claude and OpenAI answers. It grades recommendations, keeps the evidence and ranks page fixes.

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For agents: MIT-licensed self-hosted tool that tracks Claude and OpenAI answers for a brand, grades recommendations and ranks page fixes; has docs.

ai answer tracking llm visibility claude openai self-hosted

Authority: 45 reach 0 · trust 5 · quality 25 · freshness 15
Tier: listed
llms.txt: https://cheapseats.dev/llms.txt
llms-full.txt: https://cheapseats.dev/llms-full.txt
Sections: 5
Links: 51
Size: 8337 bytes
Country: United States Hosting inference
Hosting country: United States Hosting inference
Country evidence: No published address evidence collected yet
Categories: Open source projects · AI and machine learning · Marketing
For agents: Documentation: developer or product docs worth reading, nothing to call
Inferred actions: Read documentation About these labels
Audience: developers · agents can: read docs · en
First seen: 2026-10-25T04:52:21.591Z
Last checked: 2026-10-25T04:52:22.730Z
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Their llms.txt

The beginning of the file, from our validated copy saved 2026-10-25T04:52:21.599Z. Cached copy · Source on cheapseats.dev

# Cheap Seats

> Cheap Seats is an MIT-licensed, self-hosted tracker of Claude and OpenAI answers. It grades recommendations, keeps the evidence and ranks page fixes.

[Get started](https://cheapseats.dev/docs/getting-started/) · [Explore the demo](https://demo.cheapseats.dev/) · [Requirements and costs](https://cheapseats.dev/docs/cost-and-budget/)

Each link below is the page's markdown; drop `index.md` for the HTML.

## Docs


- [Getting started](https://cheapseats.dev/docs/getting-started/index.md): Run the example, configure your brand and check the first results.
- [Configuration](https://cheapseats.dev/docs/configuration/index.md): Set the brand, assistants, prices and schedule in cheapseats.toml.
- [Prompt sets](https://cheapseats.dev/docs/prompt-sets/index.md): Write buyer questions with stable IDs that retain their history.
- [Cost, API keys and the daily budget](https://cheapseats.dev/docs/cost-and-budget/index.md): Choose subscriptions or API keys. The budget limits admissions, not provider bills.
- [Reading results](https://cheapseats.dev/docs/reading-results/index.md): Find the answers behind your rates and choose what to fix.
- [How grading works](https://cheapseats.dev/docs/how-grading-works/index.md): Check recommended, mentioned and absent grades against their evidence.
- [Metric definitions](https://cheapseats.dev/docs/metrics/index.md): Look up formulas, denominators, exclusions and export fields.
- [Comparing metrics across tools](https://cheapseats.dev/docs/comparing-metrics/index.md): Compare published definitions and migration differences across tools.
- [How big a change Cheap Seats can detect](https://cheapseats.dev/docs/noise-and-confidence/index.md): Read uncertainty and decide whether a change is detectable.
- [Which AI engines Cheap Seats asks, and why](https://cheapseats.dev/docs/engines/index.md): Claude and OpenAI coverage, including API and CLI limitations.
- [Reviewing your prompts](https://cheapseats.dev/docs/prompt-review/index.md): Retire uninformative prompts, clarify noisy questions and fill gaps.
- [Got wrong about you: the fact check](https://cheapseats.dev/docs/got-wrong/index.md): Find contradictions of your listed facts, with verified quotes.
- [Re-grading stored answers](https://cheapseats.dev/docs/regrading/index.md): Re-apply grading while keeping original answers and replaced grades.
- [From fix to pull request](https://cheapseats.dev/docs/fix-to-pull-request/index.md): Turn a ranked fix into a pull request with Claude Code.
- [Free site checks: audit, citations, AI crawlers](https://cheapseats.dev/docs/site-audit/index.md): Check crawler access, cited pages and logs. No model calls; optional Exa reads can cost money.
- [Sharing a run](https://cheapseats.dev/docs/sharing/index.md): Share one run through an expiring, revocable, read-only link.
- [A public read-only copy](https://cheapseats.dev/docs/read-only-copy/index.md): Publish an isolated dashboard copy. Treat its database and config as public.
…

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