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 · coreCore means the capability is central to what the product is — not merely present. This is the shortlist to compare.
-
Aampe AI/ML Source: aampe.com -
AB Tasty Testing Source: docs.abtasty.com -
Adobe Target Personalization Source: experienceleague.adobe.com -
Algolia AI/ML Source: algolia.com -
Algonomy Personalization No source recorded
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Bloomreach Engagement Source: bloomreach.com -
Bloomreach Discovery AI/ML Source: bloomreach.com -
Bluecore Personalization No source recorded
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Blueshift Engagement Source: help.blueshift.com -
Bmetric Personalization No source recorded -
Clerk.io Personalization No source recorded
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Constructor Personalization No source recorded
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Coveo Personalization No source recorded
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Dynamic Yield Personalization Source: support.dynamicyield.com -
Faraday AI/ML Source: faraday.ai -
Fresh Relevance Personalization No source recorded
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Frosmo Personalization No source recorded
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Google Vertex AI AI/ML Source: docs.cloud.google.com -
Insider Engagement Source: academy.insiderone.com -
Justuno Personalization Source: justuno.com
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Kameleoon Testing Source: help.kameleoon.com -
Klaviyo CDP CDP Source: help.klaviyo.com -
Maestra Personalization Source: maestra.io
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MoEngage Engagement Source: help.moengage.com -
Monetate Personalization No source recorded
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Nosto Personalization No source recorded
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Peak AI/ML Source: peak.ai -
Personyze Personalization No source recorded
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Raptor Services Personalization No source recorded
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Rebuy Personalization No source recorded
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Recombee Personalization No source recorded
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Salesforce Marketing Cloud Engagement Source: help.salesforce.com -
SAP Emarsys Engagement Source: help.emarsys.com
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SiteSpect Testing Source: docs.monetate.com -
Voyado CDP Source: developer.voyado.com -
VWO Testing Source: vwo.com -
Webtrends Optimize Testing Source: webtrends-optimize.com
Also offer product recommendations
37 vendors · supportedGenuinely offered, but not what the product is for. Worth knowing when you already own one of these — it may cover the need without a new contract.
- ActionIQ
- ActiveCampaign
- Adobe Experience Platform
- Adobe Journey Optimizer
- Amazon SageMaker
- AppIce
- Black Crow AI
- BlueConic
- Braze
- Customers.ai
- DataRobot
- Epsilon
- H2O.ai
- HubSpot Marketing Hub
- imagino
- Intelligems
- Iterable
- Klaviyo
- LiveIntent
- Lytics
- Mailchimp
- Meiro CDP
- Microsoft Dynamics 365 Customer Insights
- Movable Ink
- Obviously AI
- Optimizely Data Platform (ODP)
- Optimizely Web Experimentation
- OptiMonk
- Pega
- Salesforce Data Cloud
- Simon Data
- Sitecore Personalize
- Treasure Data
- Twilio Segment
- Uniphore
- ZEPIC
- Zeta Global
Where these vendors sit
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".
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.