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.
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.