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Capability

Vendors with Product Recommendations

37 vendors are built around product recommendations; another 37 offer it alongside something else. Every grade below was checked against the vendor's own documentation.

37
core
37
supported
60 of 74
with a cited source
last checked

Built around product recommendations

37 vendors · core

Core means the capability is central to what the product is — not merely present. This is the shortlist to compare.

  1. Aampe AI/ML Source: aampe.com
  2. AB Tasty Testing Source: docs.abtasty.com
  3. Adobe Target Personalization Source: experienceleague.adobe.com
  4. Algolia AI/ML Source: algolia.com
  5. Algonomy Personalization No source recorded
  6. Bloomreach Engagement Source: bloomreach.com
  7. Bloomreach Discovery AI/ML Source: bloomreach.com
  8. Bluecore Personalization No source recorded
  9. Blueshift Engagement Source: help.blueshift.com
  10. Bmetric Personalization No source recorded
  11. Clerk.io Personalization No source recorded
  12. Constructor Personalization No source recorded
  13. Coveo Personalization No source recorded
  14. Dynamic Yield Personalization Source: support.dynamicyield.com
  15. Faraday AI/ML Source: faraday.ai
  16. Fresh Relevance Personalization No source recorded
  17. Frosmo Personalization No source recorded
  18. Google Vertex AI AI/ML Source: docs.cloud.google.com
  19. Insider Engagement Source: academy.insiderone.com
  20. Justuno Personalization Source: justuno.com
  21. Kameleoon Testing Source: help.kameleoon.com
  22. Klaviyo CDP CDP Source: help.klaviyo.com
  23. Maestra Personalization Source: maestra.io
  24. MoEngage Engagement Source: help.moengage.com
  25. Monetate Personalization No source recorded
  26. Nosto Personalization No source recorded
  27. Peak AI/ML Source: peak.ai
  28. Personyze Personalization No source recorded
  29. Raptor Services Personalization No source recorded
  30. Rebuy Personalization No source recorded
  31. Recombee Personalization No source recorded
  32. Salesforce Marketing Cloud Engagement Source: help.salesforce.com
  33. SAP Emarsys Engagement Source: help.emarsys.com
  34. SiteSpect Testing Source: docs.monetate.com
  35. Voyado CDP Source: developer.voyado.com
  36. VWO Testing Source: vwo.com
  37. Webtrends Optimize Testing Source: webtrends-optimize.com

Product Recommendations — questions

Which vendors offer product recommendations?

37 vendors in our catalog are built around product recommendations — including Aampe, AB Tasty, Adobe Target, Algolia, Algonomy. A further 37 offer it alongside their main job. 60 of the 74 claims cite a page on the vendor's own documentation.

What is the difference between core and supported product recommendations tools?

Core means the capability is central to what the product is; supported means it is genuinely offered but is not what the product is for. The grade comes from three independent reviews of the vendor's documentation, and only a majority verdict is recorded. If you already own a tool listed under "also offer", check it before buying a dedicated one.

What kinds of platforms have product recommendations?

Most of the vendors here sit on the Personalization, Customer Engagement Platform, AI & Machine Learning shelves. That matters when a capability crosses categories — a CDP and a customer engagement platform can both offer product recommendations without being the same kind of tool.

Which product recommendations providers and companies should I shortlist?

Shortlist from the core list rather than the full one. 37 vendors are built around product recommendations; the 37 below that offer it as a secondary job, which is usually enough if you already pay for one of them and not enough if this is the reason you are buying. We rank by what the evidence supports, never by company size or spend with us.

Is there a list of product recommendations software?

This page is it, and it is generated from the catalog rather than maintained by hand — a vendor added tomorrow appears here on the next build if the evidence puts it here. 60 of 74 claims link the vendor's own documentation, and a blank cell means no verdict either way rather than "no".

Free stack audit

Which of your tools already does product recommendations?

Most stacks carry this capability more than once without anyone deciding to. Name the tools you run and the Instant Stack Audit reads them against the same evidence base as this page.

Takes about two minutes. Your overlaps and a savings estimate are free — no sign-up. An email address unlocks the costed roadmap.