Recommendation Audit
Check what AI shopping tools can read from your product page.
Paste a Shopify product link. Colter reads the public page, shows which product details are present or missing, and suggests the one edit to make first.
Free, no account, nothing changed on your store.
Product page
A cookware product page
- Human-readable description
- Found
- Structured product details
- Missing
- Price and offer data
- Missing
Fix first
Add Product structured data with the product name, URL and offer details.
Then run the same link again to confirm the details now appear.
How it works
Three steps, one edit at a time.
Paste a product link
Use the public link of one Shopify product page. No account, app or card.
Read the findings
See which product details are present, which are missing, and what to fix first.
Edit, then check again
Review the fix, hand it to whoever maintains the page, then run the same link to confirm it landed.
Who it is for
Merchants get the answer. Developers get the fix.
Store owners and marketers
See whether your product's name, price, availability and identifiers are readable by AI shopping tools, and what to change first.
Developers and agencies
Get the fix as copyable instructions with the evidence behind it, then rerun the same link to verify the change.
Beyond one page
Paid plans cover a whole store or a client list.
The audit stays free. Plans add store-wide checks and the tools around them.
See plans- Store checks
- A read-only scan of a whole store's public pages and endpoints, scored with findings.
- Guided fixes
- Supported theme changes applied through the Shopify app, each one only after you confirm it.
- Lens monitoring
- Monitoring of AI agent visits to your store, with history kept for 30 or 90 days on paid plans.
- Agent journeys
- Simulated shopping trips against your store with browser verification; simulations, not real customers.
Start with one product page.
Free and read-only.