Buyer Match Audit
See which concrete buyer-question constraints your submitted listing can support, and where the evidence is ambiguous or absent.
AI product readiness
Make product information easier to match to a real buyer question.
FirstShelf finds missing or ambiguous product facts, attributes, and image evidence in a submitted listing, then gives a platform-specific checklist you can review and apply yourself.
This is how we operationalize Generative Engine Optimization (GEO for marketplace sellers)—clearer listings for AI shopping questions, without guaranteeing external placement.
Evidence Gaps
Separate what was observed in submitted text or images from model inferences and unassessed external factors.
Platform Fixes
Map a specific, truthful correction to the Etsy or Shopify field or area that the seller can review.
Start with the platform you sell on
Etsy AI listing audit
Review listing title, description, attributes, and photos.
Shopify AI shopping readiness
Review product details, attributes, media, and variants.
Prefer the category framing first? Read Generative Engine Optimization or the deep dive GEO for marketplace sellers.