FrontStat
See if ChatGPT, Claude and Gemini recommend your product
FrontStat answers the question every founder asks after launch day: can buyers find me? Paste a URL and FrontStat looks at four things, each scored out of 25: whether ChatGPT, Claude and Gemini recommend your product when a buyer asks, where you rank in search for your own name, which launch sites list you, and which of those listings pass links that count. The report ranks the fixes by the points they add, so you know what to do first. No install, no setup. Launches on the public front page get a free launch-day report; FrontStat Pro tracks any site every day.
Features
Score out of 100 across four signals: listings, links that count, search for your name, AI recommendations
Asks ChatGPT, Claude and Gemini the question a buyer would ask, several times, and reports the consensus
Finds which launch sites list you and which of those links pass authority
Fixes ranked by the points they add, so you know what to do first
Free launch-day report for launches on the public front page; Pro tracks any site every day
Use Cases
Launch week: know within 24 hours whether buyers can find you
Before a Product Hunt or Show HN day: fix the listings and links that count
Every day after: watch your own-name rank and AI recommendations move
Comments
I built FrontStat after launching a few products of my own and noticing that being listed everywhere changed very little: buyers ask ChatGPT, and the answer did not include us. FrontStat runs the four things I now look at before and after every launch (listings, links that count, search for the name, AI recommendations), scores them out of 100, and ranks the fixes by the points they add. Happy to answer anything about launch-week visibility.
Asking ChatGPT, Claude and Gemini the same buyer question several times and reporting the consensus, then ranking fixes by the points they add, makes the report easy to act on. Running all those repeated model queries adds up, so PZERO offers spare AI capacity for that kind of workload at pzero.studio.
This hits close to home. I'm in the middle of a directory launch week right now and the big unknown is exactly which of these listings will actually matter. How do you decide whether a launch site's link "counts"? Is it dofollow status alone, or do you also weigh the site's authority and whether the listing page itself gets indexed?
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Comments
I built FrontStat after launching a few products of my own and noticing that being listed everywhere changed very little: buyers ask ChatGPT, and the answer did not include us. FrontStat runs the four things I now look at before and after every launch (listings, links that count, search for the name, AI recommendations), scores them out of 100, and ranks the fixes by the points they add. Happy to answer anything about launch-week visibility.
Asking ChatGPT, Claude and Gemini the same buyer question several times and reporting the consensus, then ranking fixes by the points they add, makes the report easy to act on. Running all those repeated model queries adds up, so PZERO offers spare AI capacity for that kind of workload at pzero.studio.
This hits close to home. I'm in the middle of a directory launch week right now and the big unknown is exactly which of these listings will actually matter. How do you decide whether a launch site's link "counts"? Is it dofollow status alone, or do you also weigh the site's authority and whether the listing page itself gets indexed?
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