AI Store Audit
ChatGPT store visibility diagnosis

Why ChatGPT does not mention your store.

Diagnose why ChatGPT may skip your ecommerce store in product recommendations, including thin product facts, weak schema, missing comparison content, and low citation support.

Why this page exists

This page is likely to convert because the user is searching for a diagnosis, not a broad education article.

Who it is for

Store owners who tested ChatGPT manually and saw competitors appear instead.

What the audit checks

The report connects each visibility problem to crawl evidence, AI answer samples, competitor risk, and a concrete repair step.

Whether ChatGPT can infer product category and product fit from crawlable pages
Whether brand and product entities are consistent across page copy and schema
Whether third-party sources mention the brand for category searches
Whether competitor pages answer the same prompt more completely
Sample report evidenceChargeable audit v0.2
High
The store may not have enough quotable product evidence

AI answers often skip stores when product pages are visual, vague, or dependent on JavaScript sections that do not expose clear buyer facts.

High
Competitors may own the supporting sources

If review sites, blogs, and roundups cite competitors more often, AI answers may choose those competitors even before evaluating your product page.

Medium
Brand pages can be disconnected from product pages

About, reviews, policies, warranty, and social proof need internal links and consistent naming so AI systems can connect them to products.

Buyer prompts to sample

Turn vague AI visibility into repeatable tests.

why is my store not in ChatGPTChatGPT recommends my competitorwhy does AI not mention my brandhow to make my store visible in ChatGPT
  • Likely absence reasons
  • Competitor replacement evidence
  • Page-level blockers
  • First five fixes to try

Run a free preview for your store.

Submit a store URL, brand name, competitors, and buyer queries. The preview runs a real crawl first, then prepares the audit evidence for a paid report.