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← What Ledger does
partly livePart of this works today. The rest is being built, and the missing pieces are listed below.

Retail

"What's the best one under $100?" AI answers with three names. Right now, the only way to know if yours is one of them is to type the question in yourself.

We ask comparison and problem-solving questions the way a shopper would, and quote every competitor from the answer that named them.

What comes back

  • Comparison questions: you against the brands AI names instead
  • The competitors AI actually names, which usually aren't the ones you'd expect
  • The review sites, marketplaces and "best of" lists AI pointed to
  • How often each AI names you, by question type, with the number of checks shown next to every percentage

How it works

  1. 01

    We find your competitors in the answers

    You don't give us a list. We take the names AI actually mentioned, and you confirm or remove each one before it counts.

  2. 02

    We keep question types separate

    Never showing up when someone browses is a different problem from losing a head-to-head comparison. Averaging the two would hide both.

  3. 03

    We write one fix, you make it, we ask again

    A page edit or a block of site code aimed at one question you're losing. We ask that question again 14 days after the fix goes live.

What this can’t do

  • We don't track individual products. We look for your brand name and any other names you add, not specific items.
  • We don't rank you against your industry. We only measure your own questions, and we can't compare you to businesses we've never checked.
  • We don't measure the shopping or checkout features inside AI apps, only the text of the answer.
  • We don't yet check prices or stock that AI mentions against your store.

Try it on your site

No email, no account, about two minutes.

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