18.8
Free planOpen sourceAndroidiOSWeb
Best Recommender Systems in 2026
Android support varies by recommender system, so check for an Android app before comparing tools for a Xiaomi, Redmi or POCO phone or tablet. These services can power product suggestions and other personalised results through web, API or device-facing channels. Compare the recommendation methods, deployment options, real-time updates, API access and delivery channels. Check pricing details such as a free plan, trial…
28.2
Algolia is an API-first search solution that combines keyword and semantic methods to return relevant results.
Free planAndroidiOSWeb
38.2
Personyze personalizes websites and marketing by combining visitor behavior and data to change pages, product recommendations, and emails in real time.
Free planAndroidiOSWeb
- 4
Amazon Personalize
Amazon Personalize is a managed machine learning service that uses customer data to generate item recommendations and user segments.
Free planAndroidiOSWebAPI8.1$0.05 usage-based - 5
Recombee
Recombee is a real-time recommendation engine and personalized search service for digital products and experiences.
Free planAndroidiOSWebAPI8.1From $99 a month - 6
GitHub CodeQL
GitHub CodeQL is a language and toolchain for analyzing code as data.
Free planWebExtensionLinuxmacOS7.5From $30 a month - 7
Wiser AI
Wiser AI is a product-recommendation service for Shopify stores, carts, and email campaigns.
Free planWebAPIExtension7.5From $9 a month - 8
LimeSpot
LimeSpot personalizes ecommerce shopping with AI product recommendations, upsells, bundles, and store content adapted to visitor interests and purchase history.
AndroidiOSWeb6.9From $19.99 a month - 9
Constructor
Constructor is an AI-native commerce discovery platform for retailers, built to personalize product discovery using shopper behavior, context, and intent.
AndroidiOSWebAPI6.6 - 10
Syte
Syte is a visual product discovery platform for brands and retailers, using visual AI for product search and recommendations.
AndroidWebAPI6.5From $2,000 a month - 11
Relewise
Relewise is a search and personalization platform for B2B and B2C e-commerce businesses.
AndroidiOSWebAPI6.4 - 12
Peak
Peak is an AI platform for business decision-making, with applications focused on inventory and pricing optimization.
WebAPI6.2 - 13
Adobe Commerce
WebAPISelf-hosted5.9 - 14
Rebuy Bundle Builder
Rebuy Bundle Builder is a web-based product-bundling tool that uses product rules and guided selling to shape offers.
Web5.9From $25 a month - 15
Adobe Target
AndroidiOSWeb5.6 - 16
Bloomreach Recommendations
AndroidiOSWeb5.2 - 17
Prefixbox AI Recommend
AndroidiOSWeb5.2 - 18
Crobox
Web4.7 - 19
LensKit
LinuxmacOSWindows4.7 - 204.7
- 21
recommenderlab
LinuxmacOSWindows4.7 - 22
Surprise
LinuxmacOSWindows4.7 - 234.7
- 24
Gorse
Web4.6 - 254.3
Choosing well
Check Android and deployment
Look for an Android platform listing when the recommender must serve a Xiaomi, Redmi or POCO device. Listed deployment options in this category also include web, API, iOS, Linux and macOS.
Confirm that the deployment model fits your setup before comparing recommendation features.
Match recommendation methods
Compare the methods a tool supports, such as intent-based, contextual, browsing-behaviour-based, upsell and cross-sell recommendations. Choose methods that fit the experience you want to deliver.
Review APIs and live updates
API access can connect recommendations to an app, site or other service. Check whether real-time updates are available when results need to react quickly to new activity or catalogue changes.
Compare plans and event limits
A free plan or free trial can help you assess a service before paying. Compare paid starting prices, pricing-on-request terms and any free event limit shown for the tool.
Consider code and delivery channels
Open-source code can suit teams that need to inspect or adapt a recommender. Also check the delivery channels supported, such as web experiences, apps or APIs, before choosing.
Questions people ask
Do these recommender systems have Android apps?
Android availability varies. Check the platform details for the tool you are considering; listed platforms in this category also include web, API, iOS, Linux and macOS.
Can I start with a free plan?
A free plan is offered by items in this category. Compare the plan's limits, free event allowance and paid starting price before moving to a paid tier.
Are free trials available?
A free trial is offered by items in this category. Trial length and terms vary, so check the product's pricing details.
What recommendation methods can I compare?
The category compares recommendation methods including intent-based, contextual, browsing-behaviour-based, upsell and cross-sell approaches.
Can I connect a recommender through an API?
API access is a comparison field for this category. Check the individual tool's deployment and integration details to confirm how it connects to your app or service.
Is open-source code available?
Open-source code is offered by items in this category. Review the licence and deployment requirements if you need to inspect or modify the code.