Best Product Recommendation Engines for Android of 2025

Algolia is an API platform for dynamic experiences that helps businesses maximize the speed of search and discovery, while solving the pain of relevance tuning through AI. Accessing the right piece of content on websites and apps has never been faster or more intuitive. Algolia Search is a powerful, fully hosted API that delivers content to users in milliseconds. Developers can customize the relevance of their user experience and get insights on how users interact with it. Algolia Recommend is a robust API that allows you to build unique product recommendations into any digital e-commerce experience.

AiTrillion is an all-in-one automated marketing platform that offers all the tools needed to help eCommerce sellers increase their sales. It includes unique features and integrated analytics. AiTrillion was founded solely to provide an eCommerce platform for online sellers that allows them to influence more customers by controlling their brand and customer experience to generate more sales. AiTrillion compiles all your subscribers, unknown visitors, and loyal customers in one place. They are depicted in the customer timeline starting with their first visit and ending with their first purchase. Influencing them with a variety of attributes, followed by retargeting, retention, redemption, redeeming, and capture.

SALESmanago solutions cover all key challenges of modern eCommerce business, identifies people visiting your website, analyzes their online behaviour and transactions, and uses its AI hyper-personalization engine to improve the Customer Experience and deliver perfectly tailored offers during a complete customer lifecycle in all marketing channels. It is a non-code software that is accessible to all companies and easy to integrate. Each user receives full support through educational materials and assistance from Customer Success advisors. You can find the right solution for you among a range of SALESmanago options. Unique AI-driven features we deliver: Full website personalization Dynamic 1-to-1 email marketing Multichannel abandoned cart recovery AI-powered product recommendations across all channels Loyalty programs Search Engine Turbocharger, Progressive profiling ABX Testing engine eCommerce Dashboard Workflow Generator and 650 additional features that are dedicated to eCommerce and B2C businesses.

The Comarch Loyalty Marketing Platform is an innovative solution created to elevate customer loyalty and engagement through dynamic loyalty programs. Designed for businesses across various sectors, this platform enables organizations to cultivate stronger connections with their customers by leveraging data insights and automation. With the Comarch platform, companies can create targeted campaigns that resonate with individual preferences, fostering increased customer retention and brand allegiance. Key functionalities include marketing automation for efficient campaign management, pre-configured customer journeys that ensure smooth interactions, and advanced personalization tools that cater to unique customer behaviors. Furthermore, the platform uses AI-driven analytics to provide deep insights into customer trends. Additional features, such as fraud detection and customizable rewards systems, empower companies to deliver meaningful incentives that encourage repeat business. With 30 years of expertise in executing the most complex loyalty initiatives, Comarch supports some of the world’s most recognized brands, such as Auchan, BP, Carrefour, Heathrow Airport, JetBlue Airlines, Galeries Lafayette, and True Digital.

Optimize the potential of your online store's digital space with LimeSpot AI, which comprehensively understands both your offerings and your clientele. Our innovative platform fuses extensive catalog data with consumer purchasing patterns across the web, allowing us to provide real-time, tailored recommendations for every shopper. By presenting customers with the most relevant products at the perfect moment, you can enhance their shopping experience and personalize every aspect of their journey. Cater to various preferences by offering different types of recommendations and increase engagement through customized marketing emails. With features like A/B/n testing, you can refine your strategies effectively. Our platform seamlessly integrates with popular e-commerce solutions such as Shopify, Shopify Plus, BigCommerce, WooCommerce, and others. By monitoring customer intent and purchase behavior across multiple digital interactions, LimeSpot is able to gain deep insights into the shopping journey. The LimeSpot Personalizer stands out as the leading product recommendation tool, empowering you with complete control over how, when, and what recommendations are displayed to maximize your sales potential. This level of customization ensures that every customer receives a unique experience tailored just for them.

Online shoppers often exhibit impatience, leading to missed sales opportunities for your business. By utilizing Recomatic, you can showcase intelligent related products that not only recapture those lost sales but also enhance the shopping experience. Concerned about the setup? Don’t worry; we handle all the details for you! As an online retailer, it’s crucial to ensure that your customers can locate products quickly and effortlessly. Traditional navigation menus and search functions may not suffice, as many customers may not have a clear idea of what they want to purchase. Instead, they tend to browse, and if they don’t find anything appealing, they may become disheartened and abandon their shopping carts. With Recomatic's related products feature, you can effectively mitigate this issue. Our recommendation tool enriches the browsing journey by displaying related items that align with your visitors' interests on both product and cart pages. This streamlined approach enables customers to easily transition between products and discover exactly what they need in a shorter amount of time, significantly increasing the likelihood of a purchase. Ultimately, you'll not only improve customer satisfaction but also boost your overall sales performance.

Every visitor possesses unique characteristics that require tailored attention, which we achieve through our innovative real-time AI-driven personalization technology. Our objective with AI-enhanced eCommerce personalization is to enhance value for both you, the eCommerce professional, and your site visitors. As each visitor interacts with your website, they leave behind a digital footprint by navigating various pages and consuming different types of content. We monitor and interpret these actions instantaneously to provide personalized product recommendations tailored to their preferences. Traditional broad macro-segmentation that encompasses thousands of users often fails to capture the dynamic behaviors of individual visitors. This is where our solution proves vital! By utilizing our AI-powered personalization strategy, we categorize your visitors into countless micro-segments in real-time, allowing us to identify and respond to behavioral shifts promptly. Consequently, we can deliver highly personalized recommendations that align with the specific needs and preferences of each visitor, thereby enhancing their overall shopping experience. In doing so, we not only improve customer satisfaction but also drive higher conversion rates for your business.

Meet Insider is the first integrated Growth Management Platform (GMP). It offers a wide range of features across the sales funnel, from Acquisition to Activation, Retention and Revenue. It also leverages real-time predictive segmentation powered with AI and machine learning capabilities. GMP is built on a single data layer and is simple to implement. GMP makes digital marketers' lives easier and helps them to drive growth and loyalty for brands. GMP has a simple, intuitive interface that makes it easy for marketers to use. Marketers can focus on their work and not worry about technology and inefficiency. GMP maintains high engagement on the platform by using active communication widgets like tooltips, toasters and pop-ups to speed up operations.

Enhance the user journey with an intuitive machine learning solution designed to boost conversion rates. LiftIgniter serves as a comprehensive platform that personalizes every facet of the customer journey. By utilizing real-time machine learning, LiftIgniter ensures that users receive pertinent and timely recommendations while safeguarding their privacy. Make sure both new and returning customers are presented with relevant suggestions instantly. Tailor recommendations to fit the unique aesthetic of your brand, while also preventing users from encountering outdated or previously acquired items. Set up placement rules swiftly to direct visitors towards the content that aligns best with their interests. Experience a rise in cart values and conversion rates by up to 15% within just two weeks. Take advantage of ML-driven personalization to enhance basket sizes and revenue. Foster a one-to-one marketing relationship through customized recommendations, thereby converting a greater number of customers and enhancing overall satisfaction. Ultimately, leveraging this powerful tool can transform the way customers interact with your brand and drive significant business growth.

Through a strategic alliance, EPICA has transitioned its prediction platform to Azure, the cloud solution provided by Microsoft, which allows our clients and suppliers to access EPICA’s powerful data science tools securely and instantly. Businesses are leveraging the EPICA Platform along with Sophia® AI to stay ahead of their rivals effectively. Our seamless implementation process enables you to easily merge with your existing technological infrastructure. By recognizing patterns, you can foresee your customers' future purchasing behaviors with remarkable precision. Gain insights into the likelihood of each shopper making a purchase or even create your own audience to evaluate their propensity to act on specific products. This personalized approach enhances the customer experience, rewarding them for the data they provide. Offer a unified and engaging experience across both your physical store and digital advertising campaigns. The key to achieving such precise predictions lies in the rich quality and volume of data that feeds into the AI engine's learning process, which continuously improves its predictive capabilities. By harnessing these insights, companies can foster stronger relationships with their customers.

Utilize a comprehensive technology stack designed to oversee the delivery of tailored advertisements, track attribution, and analyze performance across various media and eCommerce platforms. Enhance media effectiveness and return on investment (ROI) by ensuring that the appropriate message reaches the intended audience at the optimal moment, while fully understanding each customer's intentions throughout their purchasing journey. Leverage cross-channel analytics and sales attribution through secure data environments. Gather and handle real-time consumer engagement data with proper consent, allowing for personalized messaging across multiple channels to cater to the unique preferences of individual customers. Foster collaboration across the organization to facilitate smooth implementation from global strategies to local execution. Additionally, pinpoint consumers currently in the market and utilize algorithms to match them with the most relevant products, offers, pricing strategies, and content tailored to their needs. This integrated approach not only streamlines marketing efforts but also maximizes engagement and conversion rates.

Optimizely Commerce connect is a PaaS backend ecommerce solution combined with Optimizely’s PaaS CMS. It helps ecommerce organizations of all types create highly customized websites with a two in one content and commerce solution. Commerce Connect allows customers to: Manage content and commerce with one tool -Build customer-centric experiences that are unique and memorable -Achieve sales at global scale Personalize content and promotions -Integrate third party solutions to increase operational efficiency