Technical crawlability
Find the blockers that stop AI agents from reading storefront pages, product URLs, sitemaps, and AI-specific guidance files.
AI commerce visibility scanner
Know if AI shopping agents can actually read your store.
A public, no-login readiness check for Shopify stores: crawlability, MCP, Catalog visibility, merchant tags, product schema, and trust signals in one fast report.
29
public store points
4
agent visibility layers
0
Shopify login required
/ai-readiness-check
Readiness score
allbirds.com
B
79%
23 / 29 pts
Crawlability73%
Agentic config80%
Authority100%
11/15
Public AI access
Robots, sitemap, SSR, llms.txt, and public storefront access.
Available
MCP probe
Agent tools, product samples, policies, and filter queryability.
10 found
Catalog visibility
Shopify Catalog presence, ratings, availability, and enrichment.
Good
Merchant signals
Google/Bing likelihood, feeds, pixels, and schema quality.
Sample product audit
Agent-visible fields checked against public schema.
Robots and crawler access
MCP endpoint and tools
Shopify Catalog presence
Product JSON-LD schema
Reviews, price, inventory markup
Google and Bing merchant signals
What the scan sees
The readiness stack behind AI shopping visibility.
AI visibility is not one checkbox. The scanner measures the public signals agents actually rely on when they answer shopping questions, cite products, compare stores, and decide whether your catalog is trustworthy enough to surface.
Agent surface area
Check whether MCP tools expose useful products, filters, policies, images, and descriptions to shopping assistants.
Commerce channel signals
Estimate Google and Bing shopping readiness from public tags, feeds, product schema, and marketing infrastructure.
Product trust depth
Audit whether a sample product gives agents the details they need: price, availability, reviews, descriptions, and clean data.
Built from public signals
A report merchants can act on before AI traffic moves elsewhere.
Every finding maps to a concrete surface: crawlability, MCP, Catalog, merchant infrastructure, or product trust. No vague score theater, no account access required.
Explore the researchLayerEvidenceOutcome
1Storefront access
Robots, sitemap, SSR, speed
Findable
2Agent endpoint
MCP tools, filters, policies
Actionable
3Catalog presence
Shopify global product index
Shoppable
4Merchant stack
Google, Bing, feeds, pixels
Attributable
5Product detail
Schema, reviews, price, stock
Trustworthy
Public scan, no Shopify login
See what AI shopping agents see before customers ask them.
Run a fast readiness check, then use the full Shopify app for authenticated product-level audits and ongoing improvements.