This product was not featured by Product Hunt yet. It will not be visible on their landing page and won't be ranked (cannot win product of the day regardless of upvotes).
Paste a page and get a 0–100 score for whether AI answer engines (ChatGPT, Perplexity, Google AI Overviews) will cite it — measured against real signals: answer-first structure, question headings, stats, tables, FAQs, freshness. You get specific fixes, sorted by impact. The 11 scoring weights are published on the page, so it's inspectable, not a black box. Runs entirely in your browser: nothing uploaded, nothing stored, no signup. Free, and staying free. Built by an SEO of 11 years.
Hi Product Hunt 👋 I'm Marco. I've done SEO for eleven years, mostly on my own content sites, and lately I've been trying to figure out GEO — getting accurately cited by AI answer engines — in the open.
One thing kept happening: I'd look at a page that should get cited and it wouldn't, and the reasons were almost always structural — the answer was buried, the headings didn't match how people ask, there were no concrete numbers to quote. So I turned the checklist I was using by hand into a tool.
You paste a page (text or Markdown), it scores it 0–100 against eleven weighted signals and hands you the fixes sorted by impact. It runs entirely in your browser — your content never leaves your device, nothing is stored, no signup.
What it can't do: promise you a citation. Nothing on-page can — authority and third-party mentions matter too, and no tool can see those. It measures the structural things you actually control. I published exactly how the score is calculated, with the weights, because a scorer you can't inspect isn't worth much.
It's free and it'll stay free. There are three more tools in the same set (an AI-crawler checker, an llms.txt generator, an FAQ-schema generator). Happy to answer anything — and genuinely interested in where the heuristics feel wrong to you.
Pasted a blog post I'd been tinkering with and the score felt honestly harsh but accurate. The "specific fixes, sorted by impact" framing is what sold me — most tools dump a vague checklist and call it a day.
The inspectable scoring weights are genuinely refreshing, honestly most tools like this just hand you a number and hope you trust it. Ran a few of my own posts through it and the fix suggestions were kind of annoyingly accurate, especially the nudge to add real stats instead of vague claims.
Really appreciate that the weights are public and it runs locally, finally a tool I can actually trust. Tried it on a few posts and the suggestions lined up with what I'd want an AI engine to pull from.
Would love a competitor URL diff mode where I can paste two pages and see which one scores higher and exactly which signals flipped between them. Makes it way easier to justify rewrites to clients.
About Citability Scorer on Product Hunt
“Will AI cite your page? Score it in seconds, free”
Citability Scorer was submitted on Product Hunt and earned 10 upvotes and 10 comments, placing #122 on the daily leaderboard. Paste a page and get a 0–100 score for whether AI answer engines (ChatGPT, Perplexity, Google AI Overviews) will cite it — measured against real signals: answer-first structure, question headings, stats, tables, FAQs, freshness. You get specific fixes, sorted by impact. The 11 scoring weights are published on the page, so it's inspectable, not a black box. Runs entirely in your browser: nothing uploaded, nothing stored, no signup. Free, and staying free. Built by an SEO of 11 years.
Citability Scorer was featured in Marketing (466k followers), SEO (37.9k followers) and Artificial Intelligence (473.8k followers) on Product Hunt. Together, these topics include over 193.3k products, making this a competitive space to launch in.
Who hunted Citability Scorer?
Citability Scorer was hunted by Marco Diversi. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
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Marco Diversi