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Best Recommender Systems in 2026

Recommender systems suggest products or content across websites, mobile apps and APIs. This list covers hosted services and free or open-source tools for teams choosing a recommendation system on a budget.

  1. 1

    WooCommerce

    by WooCommerce
    Free plan Open source AndroidAPIiPhone+5

    WooCommerce offers a free self-hosted store core with unlimited products, orders and APIs. Its self-hosted model is an important consideration for anyone choosing a store platform.

    8.5 Free plan Visit site
  2. 2

    Algolia

    Free plan AndroidAPIExtension+2

    Algolia pairs search APIs and developer libraries with tools for ranking, personalization, analytics, and merchandising.

    7.6 Free plan Visit site
  3. 3

    Amazon Personalize

    Free plan AndroidAPIiPhone+1

    Amazon Personalize provides recommendation and segmentation capabilities with real-time and batch delivery. Review the free-tier allowances and pay-as-you-go operation rates when estimating its fit.

    7.6 Visit site
  4. 4

    GitHub CodeQL

    Free plan ExtensionLinuxMac+3
    7.4 Free plan · paid from $30/mo Visit site
  5. 5

    Personyze

    Free plan AndroidAPIiPhone+1

    Personyze combines real-time personalization, recommendations, and testing, with consent controls and a free plan.

    7.2 Free plan · paid from $149/mo Visit site
  6. 6

    Recombee

    Free plan AndroidAPIiPhone+1

    Recombee combines personalized recommendations and search with controls for tailoring business rules.

    7.1 Free plan · paid from $99/mo · 30-day trial Visit site
  7. 7

    Wiser AI

    Free plan APIExtensionWeb

    Wiser AI covers recommendations from search and cart through post-purchase, with order-based plan tiers. Merchants should account for reinstalling its snippet after a Shopify theme change.

    6.8 Free plan · paid from $9/mo · 14-day trial Visit site
  8. 8

    LensKit

    Free plan LinuxMacWindows
    6.1 Free plan Visit site
  9. 9

    LimeSpot

    Free trial AndroidiPhoneWeb

    Choose LimeSpot if your store needs personalized recommendations and content, with testing and analytics to assess performance.

    6.1 From $19.99/mo · 15-day trial Visit site
  10. 10

    Adobe Commerce

    by Adobe Commerce
    Paid APISelf-hostedWeb

    Adobe Commerce covers large catalogs, B2B purchasing, multichannel selling, integrations, and extensibility.

    6.0 Pricing on request Visit site
  11. 11

    Relewise

    Free trial AndroidAPIiPhone+1

    Relewise brings search, recommendations, and merchandising controls together for e-commerce. Its tailored pricing means prospective customers need to request terms for their setup.

    6.0 Pricing on request Visit site
  12. 12

    Constructor

    Paid AndroidAPIiPhone+1

    Constructor brings product discovery, shopper personalization, and merchandising tools together for retail ecommerce.

    5.9 Pricing on request Visit site
  13. 13

    Gorse

    Free plan Web
    5.9 Free plan Visit site
  14. 14

    recommenderlab

    Free plan LinuxMacWindows
    5.9 Free plan Visit site
  15. 15

    Surprise

    Free plan LinuxMacWindows
    5.8 Free plan Visit site
  16. 16

    Peak

    Paid APIWeb

    Consider Peak if your business needs AI applications for inventory or pricing decisions and wants implementation and data integration support.

    5.4 Pricing on request Visit site
  17. 17

    Syte

    Paid AndroidAPIWeb

    Syte combines visual search, recommendations, tagging, and merchandising in one platform.

    5.3 From $2,000/mo Visit site
  18. 18

    Rebuy Bundle Builder

    by Rebuy Bundle Builder
    Paid Web

    Rebuy Bundle Builder focuses on rule-based bundles and guided selling within Rebuy’s package structure. Consider the order-based pricing and 30-item configuration limit when selecting a plan.

    5.1 From $25/mo · 14-day trial Visit site
  19. 19

    Adobe Target

    Paid AndroidiPhoneWeb

    Adobe Target combines multiple test types with audience targeting across web and mobile. Teams need to request pricing to assess the paid product's cost.

    5.0 Pricing on request Visit site
  20. 20

    Bloomreach Recommendations

    Paid AndroidiPhoneWeb
    4.8 From $3,000/mo Visit site
  21. 21

    Lucidworks Recommendations Module

    Paid Web
    4.4 Pricing on request Visit site
  22. 22

    Prefixbox AI Recommend

    Paid AndroidiPhoneWeb
    4.4 From €550/mo · 30-day trial Visit site
  23. 23

    Crobox

    Paid Web
    4.3 Pricing on request Visit site
  24. 24

    Criteo Product Recommendations

    Paid
    4.2 Pricing on request Visit site
  25. 25

    Vue.ai Product Recommendations

    Paid Web
    3.9 Pricing on request Visit site

#1Places #1, #2, #3, #4, #5 on this list can be bought by the makers of the software on it. See the price

Compare free-plan terms, paid starting prices, trials, deployment options and recommendation methods. Review whether each option provides live updates, API connectivity, delivery channels and any free-event allowance. If reading or changing code matters, check the licence.

Questions

Do recommender systems have free plans?

Some entries provide a free plan; review its terms and free event allowance before depending on it.

Are free trials available?

A free trial is available from tools on this list. Trial length and terms can differ, so check the listing before signing up.

Which platforms can these tools run on?

Entries cover web, Android, API, iOS, Linux and macOS platforms. Check a tool's platform details for the deployment you need.

Can I use an open-source recommender system?

Some listed tools make their source code available under open-source licences. Check the licence and deployment requirements if you need to read or change the code.

What should I compare besides price?

Assess deployment, recommendation methods, live-update support, API connectivity, delivery channels, free-event allowances and free-plan terms.

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