AI recommendation leaderboard
Which product reviews apps do AI assistants recommend? (October 2026)
We asked ChatGPT, Claude and Gemini 5 questions Shopify merchants ask about product reviews, several times each, with web search on and off: 19 answers in all. Judge.me was recommended most.
Measured 1 October 2026.
| # | App | Share of voice | Named in |
|---|---|---|---|
| 1 | Judge.me Top pick in Claude |
6% | 79% |
| 2 | Loox Top pick in ChatGPT |
6% | 79% |
| 3 | Yotpo | 3% | 47% |
| 4 | Fera | 1% | 21% |
| 5 | Okendo | 1% | 16% |
| 6 | Stamped | 1% | 16% |
| 7 | Rivyo | 1% | 11% |
| 8 | Air Reviews | 0% | 5% |
Share of voice: the app's share of all app mentions. Named in: answers that mention it at all. First pick: answers where it is the first recommendation.
Pages the assistants cite most
With web search on, these third-party sites showed up most often in answers. Being described well on them is one of the few levers an app developer has.
- 3searchgroup.com20% of search answers
- apps.shopify.com20% of search answers
- bloggle.app10% of search answers
- ecomgraph.com10% of search answers
- help.gempages.net10% of search answers
- mwm.ai10% of search answers
Method
Questions are written to sound like real merchants: different store types, sizes and budgets, comparisons, migrations, and problems that do not name the category. Each is asked several times per assistant because answers vary. Apps are matched by name and known aliases. Only apps listed on the Shopify App Store are ranked; share of voice still counts every product the answers name, including outside platforms such as Eventbrite. AI answers change often; treat small differences as noise. AppNod is independent and not affiliated with Shopify, OpenAI, Anthropic, Google or any app listed.