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Biaggi
The receipts
Every shopping query we ran, how many times, whether ChatGPT returned a product shelf, and exactly who appeared. No black box — this is how the number is measured.
Full probe complete · 15 prompts · Jun 18
You appeared on 0% of the AI shelves that rendered, across 4 shelf trials. Directional only — N=4 shelf trials, below the 50 floor.
| Shopping query | Asked | Shelf rendered | You appeared | Who took the shelf |
|---|---|---|---|---|
| best large check-in suitcase for travel | 1 | 1 | 0 | American, CHATELET, Delsey, Samsonite |
| best check-in luggage for international travel | 1 | 0 | 0 | — |
| best suitcase with packing cubes bundle | 1 | 0 | 0 | — |
| best suitcase for organized packing | 1 | 0 | 0 | — |
| best carry-on luggage sets for family trips | 1 | 0 | 0 | — |
ChatGPT returns a different set every time it's asked, so a single run means nothing — the number above is a frequency across repeated runs of these queries. We don't report a "rank," because AI ordering is a lottery. This page is the proof.