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Confidential · Human-reviewed · No account required
Free, human-reviewed AI Product Visibility Reports — delivered within 24 to 48 hours.

The Product Visibility Report

See where AI is skipping your products when shoppers ask what to buy.

We run real buyer-intent shopping queries against ChatGPT, Claude, Gemini, and Perplexity for any e-commerce product page. The free Product Visibility Report shows where AI cited competitors instead, the likely reason, and the page-level fixes that move products from skipped to cited.

Not an SEO audit. We don't hand you a 60-page PDF, score your E-E-A-T, push backlink campaigns, tell you to fix your page speed, or send you a 200-keyword list to rank for. Every report is reviewed by a human before it ships.
What we can and can't do We can't force ChatGPT, Claude, Gemini or Perplexity to cite a page. We can show where your products are being skipped, what cited competitors do differently, and which page-level fixes are worth testing first.
What a fix looks likeSample
Prompt
"best trail running shoes for wet conditions"
What AI cited
Competitor product pages with terrain language, grip notes, and use-case framing — not bare specs.
What was missing
The product page listed features but didn't answer the comparison question AI was trying to resolve.
Fix
Add a citation-ready use-case section (terrain, grip, waterproofing, weight) above the spec table, written for AI to lift directly.
Recheck
Re-run the same prompts after the fix ships — track whether the page moves from skipped to mentioned or cited.
How AI surfaces a product
Skipped
AI doesn't surface your product when shoppers ask what to buy in your category. You don't exist in the answer.
Mentioned
AI names your brand or product but the click goes to a competitor's listing. You build their traffic.
Cited
AI surfaces your product URL as a clickable source. This is the outcome — revenue flows here.

Get cited when shoppers ask AI what to buy

Send one product page and your email. We'll check the AI shopping prompts that matter and send the first citation gaps worth reviewing.

Paste the product URL you want the report focused on — one product per report.
Optional, but it helps the reviewer shape the report around what matters to you.

First report's on us · no account · no sales call · human-reviewed

What happens next
  1. We finalize the reportYour product is mapped against the AI prompts already run for your category — ChatGPT, Claude, Gemini, Perplexity.
  2. We tie each finding to a fixEvery result is paired with a likely reason, a page-level fix, and a recheck method.
  3. The report lands in your inboxStart applying the fixes the moment it arrives. If you want to go deeper, cover another product, or rerun the prompts after your fixes, those options are inside the report.

MethodologyWe work from a library of 200+ real buyer prompts across ChatGPT, Claude, Gemini, and Perplexity. We pick the prompts a real shopper would actually use to find a product like yours, and we run each one multiple times so the result reflects how AI consistently behaves, not how it answered once. Each result lands in one of three buckets: skipped, mentioned (named without a clickable link), or cited (URL surfaced as a source). Every report is human-reviewed, and each time you request a new run, we update your record so you can see what actually changed.

Why we contacted youIf you arrived from one of our messages, your store is one of more than a million e-commerce sites we've indexed over the past couple of years to track AI visibility — a project we originally built for our own agency work. We only look at your public storefront, the pages any shopper can already see. After your report is delivered, we're happy to send you periodic updates on how AI is citing your products over time, but only if you want them. You can opt out at any time in one click by replying “stop” or using the unsubscribe link in any of our messages.

✓

You're in the queue. We're working on your citation report.

We received the product page your product. A human analyst is compiling your report now and will email it to your inbox within 24 to 48 hours.

What you'll receive
  • How your product performed when AI was asked real buyer questions in your category, and which competitor pages, marketplaces, or third-party sources got cited in your place.
  • The likely reason for each gap and a specific page-level fix you can implement.
  • A recheck method so you can verify the fix actually moved the needle.
We're happy to send you periodic updates on how AI is citing your products over time, but only if you want them. You can opt out at any time in one click by replying “stop” or using the unsubscribe link in any of our messages.
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