OpenLLMRank

Open-source CLI to see whether ChatGPT and other LLMs recommend your products

Serviceprototypefreeglobal

An open-source command-line tool that checks whether large language models such as ChatGPT recommend a specific brand or product. It gives teams visibility into how AI assistants surface products and helps track brand presence over time; intended for brand and product marketers, SEO and GEO specialists, and product teams, and distributed under an MIT license.

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Full match profile

Behind the summary, Matchbox keeps a richer profile of OpenLLMRank - the signals our matcher actually reads to decide when to surface it. It stays private; claim the listing to see and control it.

Problem & pain-point mapping
Who we surface it to (audience fit)
What it's a strong alternative to
Trust & credibility signals

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