Product Reviews Vendors Losing in AI Search
5 product reviews 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 | Junip junip.co 0/5 probes cited | 100% | Claim Junip |
| 2 | Judge.me judge.me 2/5 probes cited | 60% | Claim Judge.me |
| 3 | Stamped stamped.io 2/5 probes cited | 60% | Claim Stamped |
| 4 | Loox loox.io 2/5 probes cited | 60% | Claim Loox |
| 5 | REVIEWS.io reviews.io 2/5 probes cited | 60% | Claim REVIEWS.io |
Is your brand on this list — or about to be?
Drop your work email and we'll send your own citation rate across ChatGPT, Claude, Gemini, Perplexity and Copilot, the buyer questions you're losing, and who's quoted instead.
Or run a free visibility check and see it on screen in about a minute.
What "losing" means here
We run real buyer-intent queries (like "best product reviews 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.