Product identifiers
Validate GTIN and EAN coverage, detect invalid or placeholder codes, and handle legitimate exceptions correctly.
Ecommerce
Find out whether ChatGPT, Google, Perplexity and Copilot can understand and trust your catalog, then see exactly what to fix first.
AI Product Readiness
64/100
Needs attention
1,284 products checked across 18 categories
Readiness by platform
Can each platform understand and recommend your catalog?
Fix these first
Prioritized by impact × catalog coverage
840 products have no valid GTIN
Electronics · Product identifiers
230 feed prices differ from product pages
6 categories · Feed consistency
GPTBot cannot access 3 product categories
Crawler access · CDN rule
Root-cause insight
HIGH CONFIDENCEAI rarely recommends your Electronics category.
Visibility is 64% below your catalog average. 90% of products in this category are missing a valid GTIN.
AI visibility
12%
Valid GTIN
10%
Fix the product data before investing in more content for this category.
Why product readiness matters
A product can be well written and still be excluded from an AI shopping answer. Readiness starts with the catalog signals machines rely on.
Missing or invalid GTIN/EAN data makes it harder to match your offer with the correct product entity.
Conflicting price, availability or brand data erodes confidence and can remove an offer from consideration.
Feed price
$129.00
Page price
$139.00
A CDN, firewall or JavaScript-only page can silently hide otherwise healthy product data from AI crawlers.
How it works
Paste a product feed URL, connect Shopify or Shoptet, or let ChatBakers sample your catalog.
Get readiness scores by product, category and AI shopping platform.
See the issues with the greatest impact across the largest part of your catalog.
Create tickets, prepare approved fixes and re-test to confirm the problem is gone.
Product Data Audit
Each finding explains what is wrong, why it matters and the concrete next step.
Validate GTIN and EAN coverage, detect invalid or placeholder codes, and handle legitimate exceptions correctly.
Check product schema, prices, availability and brand data, and catch critical differences between your feed and pages.
Feed price
$129.00
Page price
$139.00
See whether your catalog meets the current requirements of ChatGPT, Google, Perplexity and Microsoft Copilot.
Test whether AI crawlers can actually reach and understand your product pages, including silent CDN and firewall blocks.
Review product descriptions, attributes, reviews, returns, delivery promises and the signals AI needs to trust a seller.
The connected advantage
ChatBakers connects product-level readiness with the visibility data you already track. That turns a generic performance gap into a credible root cause.
✓ Connect categories from your feed to tracked AI topics
✓ Compare low visibility with weak product-data signals
✓ Prove whether a fix improves category visibility over time
Outdoor equipment
Root-cause analysis · 312 products
AI visibility
18%
↓ 64% vs catalog
Readiness
27
↓ 37 points below
Likely cause
89% of products are missing valid identifiers, so AI cannot reliably match your offers to products.
Platform readiness
Requirements change. ChatBakers will keep the checks current and show what each platform still needs from your catalog.
Feed setup, required fields, catalog consistency and product accessibility in one status.
Feed setup, required fields, catalog consistency and product accessibility in one status.
Feed setup, required fields, catalog consistency and product accessibility in one status.
Feed setup, required fields, catalog consistency and product accessibility in one status.
Common questions about AI visibility and how ChatBakers works.
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