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I built an MCP server that tells you why ChatGPT never mentions your product

This story is from 2026-09-15. It is preserved in the archive; the latest stories are on the live feed.

Your rank tracker measures Google. It says nothing about the moment a buyer asks ChatGPT "what's the best X" and gets three names back. If you're not one of them, you lost the deal before your site loaded, and nothing in the classic SEO stack sees it happen. So I built Cituna: it asks the same buye…

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  1. 2026-09-15 17:06 · DEV Community — AI
    I built an MCP server that tells you why ChatGPT never mentions your product

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