Yotpo vs Okendo: which reviews app lets your own AI use your reviews?
Yotpo and Okendo judged on our AI-native lens: what their AI does with your reviews, and whether Claude, ChatGPT or your own agents can use that review data.
Quick answer · updated 22 Oct 2026
Yotpo vs Okendo: which reviews app lets your own AI use your reviews? No winner on AI quality: neither tool's review AI has been measured. Okendo is more AI-native because your own AI can query your reviews through its MCP server.
Judged on our AI-native lens: does the AI do the job, and does the tool help a brand run on AI? Every row cites dated public evidence; "unmeasured" means nobody outside the vendor has tested it. Vendors can't pay for placement. How the lens works · Sources
Which AI does the job better?
Unmeasured for both. Both write AI review summaries on their $119-a-month plans (Yotpo Pro, Okendo Growth), but nobody has published a test of how accurate those summaries are.
Which helps a brand become AI-native?
Okendo. It has a first-party MCP server for reviews, so Claude or ChatGPT can search and summarise your published reviews, included on Growth. Yotpo's first-party MCP server covers its Discover product, not reviews; your AI reaches Yotpo reviews through the API or third-party servers. Both host data in the US, bill in USD and publish no AI training terms we could find.
How do they rank on the lens?
Weights for reviews tools. Unknown rows are left out of the average, never guessed.
- Okendo AI unmeasured 2.71 on the 8 rows scored for every tool · 2.71 on all 8 of its scored rows
- Yotpo AI unmeasured 2.53 on the 8 rows scored for every tool · 2.53 on all 8 of its scored rows
No tool's AI has been measured, so we name no overall winner. The order shows which is more AI-native: the weighted average on the rows scored for every tool, so a gap in the evidence never lifts a tool.
How do Yotpo and Okendo compare on the AI-native lens?
Scores run from 1 to 5, where 5 is best for a brand that wants to run on AI. Confidence: H first-party docs, M one clear source, L anecdote or vendor marketing.
| Question |  Yotpo |  Okendo |
|---|---|---|
| Does the AI do the job?Medium weight | UnknownUnmeasured. AI Reviews Summary needs at least 20 reviews and refreshes no more than every two months. | UnknownUnmeasured. AI Review Summaries and AI Review Keywords; Okendo says summaries can be customised, moderated and regenerated (vendor). |
| Sources: Yotpo: Adding the reviews summary (checked 22 Oct 2026); Okendo AI review summaries (vendor blog) (checked 22 Oct 2026) | ||
| Can Claude or ChatGPT use it?Medium weight | 2/5 confidence MFirst-party MCP server covers Discover (AI visibility and content), not reviews. Reviews API with app key and secret; some review endpoints need Premium. Review MCP servers are third-party only. | 3/5 confidence HFirst-party MCP server for reviews (search reviews, aggregate ratings, list Q&A). Read-only, published reviews only, no sign-in. Merchant API and Storefront REST API documented; Merchant API plan not stated. |
| Which routes can Claude, ChatGPT or your agents use?Each route dated and sourced. Not scored on its own: it feeds the score above. |
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| Sources: Connect to Yotpo's MCP servers (checked 22 Oct 2026); Yotpo: Finding your app key and secret key (checked 22 Oct 2026); Connect your Okendo MCP server to ChatGPT and Claude (7 Sep 2026) | ||
| Does the AI come on a plan a small brand would buy?Medium weight | 3/5 confidence HAI Reviews Summary on Pro ($119 a month). Free plan includes sentiment and profanity checks. App keys on all plans. | 3/5 confidence HAI Review Summaries, AI Review Keywords and the MCP server on Growth ($119 a month, up to 1,500 orders). |
| Sources: Yotpo Reviews on the Shopify App Store (checked 22 Oct 2026); Okendo on the Shopify App Store (checked 22 Oct 2026) | ||
| Can you control what the AI does?Medium weight | 3/5 confidence LAI-suggested review replies wait for a person to approve them (vendor blog). | 3/5 confidence LSummaries can be moderated and regenerated; the MCP server only exposes published reviews (vendor docs). |
| Sources: Yotpo AI review response generator (vendor) (2026); Connect your Okendo MCP server (7 Sep 2026) | ||
| What does the AI learn from your data, and where does it live?High weight | 2/5 confidence LHosted in AWS US (Virginia), per its trust page at our earlier check. AI training terms: not found. | 2/5 confidence MAll databases on AWS in the US. Sub-processors include Anthropic and OpenAI. AI training terms: not found. |
| Sources: Yotpo security (checked 21 Oct 2026); Okendo security (updated 29 Apr 2023, checked 22 Oct 2026); Okendo sub-processors (checked 22 Oct 2026) | ||
| What does the AI cost per outcome in GBP?Low weight | 3/5 confidence MNo separate AI meter: AI summaries come with Pro at $119 a month (about £88.89), priced by order volume. | 3/5 confidence MNo separate AI meter: AI summaries come with Growth at $119 a month (about £88.89), up to 1,500 orders. |
| Sources: Yotpo Reviews on the Shopify App Store (checked 22 Oct 2026); Okendo on the Shopify App Store (checked 22 Oct 2026) | ||
| What comes with you if you leave?High weight | 3/5 confidence LImport, export and review migration listed on its Shopify App Store page. AI setup export: not stated. | 3/5 confidence LImport, export and review migration listed on its Shopify App Store page; review HTML is also written into Shopify product metafields. AI setup export: not stated. |
| Sources: Yotpo Reviews on the Shopify App Store (checked 22 Oct 2026); Okendo: Optimise your reviews for AI search (26 Aug 2026) | ||
| Does it work for a UK brand today?High weight | 2/5 confidence HUSD prices, even read from the UK; US hosting. | 2/5 confidence HAll charges billed in USD; US hosting. |
| Sources: Okendo on the Shopify App Store (checked 22 Oct 2026) | ||
| What AI reached normal plans in the last 90 days?Low weight | 3/5 confidence MReview content in the page HTML for AI crawlers, on all plans including Free (20 Aug 2026). The Discover MCP server is a separate product. | 4/5 confidence MReviews MCP server (Q3 2026, help article 7 Sep), review attribute trends, and AI-search pre-rendering into Shopify metafields (26 Aug). |
| Sources: Yotpo: Making your reviews discoverable by AI platforms (20 Aug 2026); Okendo Q3 2026 product releases (checked 22 Oct 2026) | ||
| Weighted average of scored rows | 2.53 (8 of 9 scored) | 2.71 (8 of 9 scored) |
A Claude connector or ChatGPT app means it is listed in that product's directory; without one you can usually still add the tool's MCP server by URL. OpenAI says full custom MCP support in ChatGPT, including actions, is for Business, Enterprise and Edu workspaces. Routes checked 23 Oct 2026. Yes, No, Limited or Unknown, never guessed.
What else should you know?
Price, ratings and UK usage support the judgement; they are not the judgement.
| Fact | Yotpo | Okendo |
|---|---|---|
| Lowest published price | $15/month (about £11.20 at the Bank of England rate for 20 Oct 2026)Reviews & UGC: limited free plan (up to 50 monthly orders), paid from $15/month; Loyalty & Referrals: free plan, paid from $199/month (pricing page FAQ). | Price not publishedThe pricing page now shows "Custom pricing" for its Platform plans (speak to sales). We previously listed $390/month; that figure is no longer shown. |
| Prices in GBP? | No, USD only, even on the page we read from the UK | No public price |
| Free plan | Yes, free plan | Not stated by vendor |
| Shopify App Store | 4.8 from 4,635 reviews (Yotpo: Product Reviews App) | 4.8 from 1,434 reviews (Okendo: Reviews & Loyalty) |
| Leading UK DTC brands (157) | 38 of 157 (24%) | 16 of 157 (10%) |
| Facts last verified | 21 Oct 2026 | 21 Oct 2026 |
Full profiles: Yotpo · Okendo · all retention, email & sms tools
Frequently asked questions
Yotpo vs Okendo: which reviews app lets your own AI use your reviews?
No winner on AI quality: neither tool's review AI has been measured. Okendo is more AI-native because your own AI can query your reviews through its MCP server.
Which AI does the job better?
Unmeasured for both. Both write AI review summaries on their $119-a-month plans (Yotpo Pro, Okendo Growth), but nobody has published a test of how accurate those summaries are.
Which helps a brand become AI-native?
Okendo. It has a first-party MCP server for reviews, so Claude or ChatGPT can search and summarise your published reviews, included on Growth. Yotpo's first-party MCP server covers its Discover product, not reviews; your AI reaches Yotpo reviews through the API or third-party servers. Both host data in the US, bill in USD and publish no AI training terms we could find.
Does Okendo have an MCP server?
Yes. Okendo's MCP server lets ChatGPT or Claude search and summarise your published reviews and Q&A. It is read-only, needs the Growth plan and only sees reviews already public on your store (Okendo help centre, 7 Sep 2026).
Does Yotpo have an MCP server for reviews?
Not for reviews. Yotpo's first-party MCP server covers Discover, its AI visibility and content product. Your AI can reach Yotpo reviews through the Reviews API or third-party MCP servers.
Which plans include AI review summaries?
Yotpo Pro and Okendo Growth, both $119 a month on the Shopify App Store at our check on 22 Oct 2026.
Sources and method
Lens: the 9 questions and weights in our editorial guide, approved by Laura Rosenberger on 22 Oct 2026. Public evidence only: vendor docs, pricing pages, release notes, MCP directories and practitioner posts, each dated. We leave out G2 and Capterra. We didn't create accounts or message any vendor's chat. Not hands-on testing.
Prices: vendor pricing pages read on the dates shown. USD is converted at the Bank of England spot rate for 20 Oct 2026 ($1.3387 to £1), marked "about" or "converted".
Usage: our UK DTC AI stack tracker, snapshot 21 Oct 2026. A headless browser loaded each brand's homepage and a tool counts only when its own servers load, so every count is a minimum. A tool loading doesn't show its AI is switched on.
- Yotpo: Adding the reviews summary (checked 22 Oct 2026)
- Okendo AI review summaries (vendor blog) (checked 22 Oct 2026)
- Connect to Yotpo's MCP servers (checked 22 Oct 2026)
- Yotpo: Finding your app key and secret key (checked 22 Oct 2026)
- Connect your Okendo MCP server to ChatGPT and Claude (7 Sep 2026)
- Yotpo Reviews on the Shopify App Store (checked 22 Oct 2026)
- Okendo on the Shopify App Store (checked 22 Oct 2026)
- Yotpo AI review response generator (vendor) (2026)
- Yotpo security (checked 21 Oct 2026)
- Okendo security (updated 29 Apr 2023, checked 22 Oct 2026)
- Okendo sub-processors (checked 22 Oct 2026)
- Okendo: Optimise your reviews for AI search (26 Aug 2026)
- Yotpo: Making your reviews discoverable by AI platforms (20 Aug 2026)
- Okendo Q3 2026 product releases (checked 22 Oct 2026)
- Anthropic's connector directory (checked 23 Oct 2026)
- OpenAI: custom MCP apps in ChatGPT (checked 23 Oct 2026)
- Okendo technical reference (checked 23 Oct 2026)
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