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Biaggi

AI Shopping Visibility Report · Zipcubes

June 19, 2026
ChatGPT shopping
Last 90 days
The verdict

ChatGPT rarely shows a product shelf for Zipcubes — only 4 rendered across the sample (20% of queries returned no shelf at all). The real question is whose sources it trusts: Biaggi owns 8% of the 91 sources it cites in this category — the rest is led by goodhousekeeping.com, forbes.com, biaggi.com.

AI Shelf Visibility
rarely renders
Category Rank
Source Authority
8%
sources owned
Shelf Coverage
0/37
products seen

What ChatGPT puts on the shelf

The lineup across the 4 shelves that rendered
ProductPriceSeller
Delsey · Delsey Chatelet Air 2.0 International Spinne$213–260Luggage Pros + others
Bigger · Bigger Carry-On$295.00Away + others
CHATELET · CHATELET AIR 2.0 - Medium Spinner$399.99DELSEY PARIS + others
Pelican · Pelican 1535 Air Case$314.95Pelican.com + others
American · American Tourister Cargo Max Hardside Spinne$96.00Walmart
Samsonite · Samsonite Ziplite 7 Hardside Spinner Luggage$183.99Kohl's
Getaway · Getaway 20'' Carry-on: Front-Opening$179.99BAGSMART
Tumi · Tumi 19 Degree Large Front Access Expandable$1050.00Dillards
Aroma360 · Aroma360 Hotel Collection Check-In Luggage 4$399.95Walmart - Pattern
Carry-On · Carry-On Pro Plus$315.00Monos
DUKAP · DUKAP Intely 32 in. Grey Hardside Spinner wi$101–103The Home Depot
Enkloze · Enkloze X1 Weight Watcher Suitcase Zipperles$636.23Luggage Factory

Captured from the product cards ChatGPT rendered. Price/rating/seller are what it showed shoppers.

Who shapes the recommendation

91 category citations · 8% owned

Of every source ChatGPT pulls from when recommending in your category, you own 8%. The rest is editorial, retailer, and community content shaping what shoppers hear.

goodhousekeeping.com · earnedforbes.com · earnedbiaggi.com · ownedknowledgelib.io · earnedshopping.yahoo.com · earned

Biggest gap: goodhousekeeping.com (18 citations, not yours).

Feed readiness

0/37 feed-ready · 93% required fields filled

No products are feed-ready yet. The blocker: Seller URL missing on 37 products. Required to be eligible for the ChatGPT product feed.

Attributed sales

ChatGPT → store revenue

Sales attribution comes online once the store is connected — then this report shows revenue traced from ChatGPT recommendation to checkout, by product.

What this means before we talk
  1. 01Editorial and community sources shape your category — only 8% of the pages ChatGPT cites are yours. Earning placement on the sources it trusts moves the recommendation.
  2. 02Seller URL is missing on 37 products — the single field blocking feed eligibility. A one-time fix makes the catalog feed-ready.