Quill

Reseller Lead

Overview Shelf ChatGPT Revenue Authority Drop-offAdsTopics Catalog Feed Methodology Settings

Directional preview — appeared on 4 of 8 shopping shelves so far. Below the reliability floor — needs more probing for a firm number. Shelf going to Member's Mark, Office Depot, Pen+Gear.

AI Shelf Visibilityi

50%

Directional · 8 trials (below 50 floor)

Shelf Coveragei

0 / 1

1 product not on the AI shelf (30d)

Source Authorityi

of 557 category citations are yours

Sentimenti

—

no scored answers yet

What needs attention

1 hero product has zero shelf space in non-branded shopping queries→1 product not feed-ready — missing required attributes for the ChatGPT product feed→Only 3% of category sources are yours — competitors own the rest of the recommendation→

Feed readiness

0 / 1

products feed-ready

73%

required fields filled

Description · 1Price · 1Primary image · 1Seller URL · 1