Luggage Vendors Losing in AI Search
11 luggage brands that ChatGPT, Claude, Perplexity and Gemini aren't citing when real buyers ask — last 90 days. How we measure this.
| # | Vendor | Loss rate | |
|---|---|---|---|
| 1 | Roam Luggage roamluggage.com 0/31 probes cited | 100% | Claim Roam Luggage |
| 2 | Paravel tourparavel.com 0/31 probes cited | 100% | Claim Paravel |
| 3 | Db Journey dbjourney.com 0/31 probes cited | 100% | Claim Db Journey |
| 4 | July july.com 1/31 probes cited | 97% | Claim July |
| 5 | Arlo Skye arloskye.com 1/31 probes cited | 97% | Claim Arlo Skye |
| 6 | Peak Design peakdesign.com 1/31 probes cited | 97% | Claim Peak Design |
| 7 | Calpak calpaktravel.com 2/31 probes cited | 94% | Claim Calpak |
| 8 | Beis beistravel.com 4/31 probes cited | 87% | Claim Beis |
| 9 | Monos monos.com 6/31 probes cited | 81% | Claim Monos |
| 10 | Tumi tumi.com 10/31 probes cited | 68% | Claim Tumi |
| 11 | Rimowa rimowa.com 11/31 probes cited | 65% | Claim Rimowa |
Is your brand on this list — or about to be?
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What "losing" means here
We run real buyer-intent queries (like "best luggage software") against ChatGPT, Claude, Perplexity and Gemini on a rolling schedule. A vendor is "losing" when it's cited in fewer than 40% of its probes and has at least 5 probes on record. If you represent one of these brands, claim your listing to see the full list of losing queries and start weekly monitoring.