Now
Review one product
Paste a public product URL. No store connection needed.
For Shopify apparel brands
Help AI shoppers find the right product.
Find the missing product and variant facts behind real buyer questions.
Example audit
One buyer question. One clear fix.
Buyer Match Audit
Example
Everyday Crew Tee
White · crew neck
Buyer question
“Which men's white T-shirt is lightweight and 100% cotton?”
White colour Supported
Lightweight fabric Ambiguous
100% cotton composition Missing
First field to review
Shopify → Product metafields
Confirm fibre composition and fabric weight in product metafields.
How it works
01
Ask a buyer question
Choose one question your product should answer.
02
Check the evidence
See what is clear, missing, or ambiguous.
03
Fix and recheck
Update the right Shopify field, then review again.
Shopify path
Start simple. Connect when ready.
Next
Keep facts current
Add read-only Shopify sync when it removes manual work.
Later
Approve every change
Preview, approve, and reverse any future catalog edit.
No rankings promised. No facts invented. No Shopify writes today.
Review a Shopify productQuestions, answered.
What does FirstShelf check?
FirstShelf checks which product, variant, image, availability, and policy facts support a natural buyer question, then makes missing, ambiguous, or conflicting evidence explicit and points to the seller-controlled field to review.
Does FirstShelf guarantee a ChatGPT recommendation?
No. FirstShelf does not control ChatGPT or other AI-shopping systems and does not guarantee recommendations, citations, rankings, traffic, or sales. It helps you improve the product information those systems may receive.
Does FirstShelf connect to Shopify today?
No. Shopify OAuth, Admin API sync, webhooks, and catalog writes are not live today. The current direction is to validate product-level discovery audits first, then add the smallest useful read-only catalog connection before any separately approved write workflow.
What happens to the Etsy tools?
The existing Etsy-oriented audit and optimization tools remain available and maintained. Shopify Product Discovery Intelligence is the strategic growth track, with its own product fields, prompts, evidence contracts, and proof gates.
Review one Shopify product.
See what is clear, missing, or ambiguous.