AI Store AuditFree preview
GMC merchant trust issue sample

GMC Policy and Feed Mismatch Issue Card sample AI Search + Agent Readiness audit.

An illustrative GMC trust issue card where public storefront policy language, product facts, price, availability, and feed-facing evidence may not line up.

Illustrative sample only. This page is not a customer testimonial, endorsement, or paid case study. Third-party brand names may appear only as compatibility or search-context examples.

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Top blockers

  • Shipping or return language is present but inconsistent between product pages, policy pages, and checkout expectations.
  • Product price, currency, stock, or variant evidence is not easy to verify from public pages.
  • The store treats misrepresentation as a single technical bug instead of a trust-evidence pattern.

AI worksheet

Google Merchant Center misrepresentation ShopifyGMC policy mismatch ShopifyMerchant Center product data mismatchGMC trust precheck

First fix pack

  • Create a public-page evidence map for policies, product data, contact, business identity, and proof.
  • Separate public storefront fixes from Merchant Center account or feed diagnostics.
  • Use the GMC precheck before ordering a paid merchant trust audit.
Related resources

Use these resources to connect the sample blockers to workflows, templates, and live store previews.

Merchant trust workflowMerchant Trust and GMC Risk Audit Workflow

A merchant-trust workflow for checking the public signals ecommerce stores need before AI search systems, shopping agents, or Merchant Center style reviews can confidently understand the business.

Open resourceGMC-style merchant trust precheckGMC Misrepresentation Audit for Shopify Stores

Find public-page trust gaps that can hurt Google Merchant Center listings: unclear returns, hidden shipping terms, weak contact details, product data mismatches, and schema issues.

Open resourceSample hubSample AI store audits

Illustrative audit examples for product facts, schema, trust signals, buyer prompts, and Fix Pack planning.

Open resourceTemplateAI-Citable Product Page Checklist

A practical template for product facts, schema, FAQs, proof links, and AI-readable comparison context.

Open resourceResource hubAI Store Audit resources

A hub for ecommerce AI visibility guides, workflows, templates, and sample audits.

Open resource

Run this same preview for a real store.

The live scanner checks public pages first, then prepares Agent Readiness checks, competitor risk, and AI sampling prompts for a paid report.