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Directional preview — appeared on 0 of 4 shopping shelves so far. Below the reliability floor — needs more probing for a firm number. Shelf going to Delsey, Aroma360, Bigger.

AI Shelf Visibilityi
0%
Directional · 4 trials (below 50 floor)
Shelf Coveragei
1 / 37
36 products not on the AI shelf (30d)
Source Authorityi
8%
of 91 category citations are yours
Sentimenti
—
no scored answers yet

What needs attention

17 hero products have zero shelf space in non-branded shopping queries→37 products not feed-ready — missing required attributes for the ChatGPT product feed→Only 8% of category sources are yours — competitors own the rest of the recommendation→

Feed readiness

0 / 37
products feed-ready
93%
required fields filled
Seller URL · 37GTIN · 37MPN · 37Material · 37