Luggage Vendors Losing in AI Search
12 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 | Arlo Skye arloskye.com 0/30 probes cited | 100% | Claim Arlo Skye |
| 2 | Roam Luggage roamluggage.com 0/30 probes cited | 100% | Claim Roam Luggage |
| 3 | Paravel tourparavel.com 0/30 probes cited | 100% | Claim Paravel |
| 4 | Db Journey dbjourney.com 0/30 probes cited | 100% | Claim Db Journey |
| 5 | July july.com 1/30 probes cited | 97% | Claim July |
| 6 | Peak Design peakdesign.com 1/30 probes cited | 97% | Claim Peak Design |
| 7 | Calpak calpaktravel.com 2/30 probes cited | 93% | Claim Calpak |
| 8 | Beis beistravel.com 4/30 probes cited | 87% | Claim Beis |
| 9 | Monos monos.com 5/30 probes cited | 83% | Claim Monos |
| 10 | Tumi tumi.com 10/30 probes cited | 67% | Claim Tumi |
| 11 | Rimowa rimowa.com 10/30 probes cited | 67% | Claim Rimowa |
| 12 | Briggs & Riley briggs-riley.com 12/30 probes cited | 60% | Claim Briggs & Riley |
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.