Constructor.io vs. GroupBy Comparison


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		Related Products AddSearch AddSearch is a unified search, AI-answers, and conversational-AI platform used by 1,800+ organizations. Three layers in one platform: keyword search with AI ranking and personalization; content-grounded AI answers with no hallucinations; conversational AI with multi-turn dialogue. Built for Higher Education, Manufacturing & Telecom, Healthcare, Government, Associations, Insurance, Corporate Enterprise, and Finance & Banking. SOC 2 Type II, GDPR, 99.9% standard SLA, up to 99.999% on Enterprise. 145 Ratings Visit Website Qloo Qloo is the “Cultural AI”, decoding and predicting consumer taste across the globe. A privacy-first API that predicts global consumer preferences and catalogs hundreds of millions of cultural entities. Through our API, we provide contextualized personalization and insights based on a deep understanding of consumer behavior and more than 575 million people, places, and things. Our technology empowers you to look beyond trends and uncover the connections behind people’s tastes in the world around them. Look up entities in our vast library spanning categories like brands, music, film, fashion, travel destinations, and notable people. Results are delivered within milliseconds and can be weighted by factors such as regionalization and real-time popularity. Used by companies who want to incorporate best-in-class data in their consumer experiences. Our flagship recommendation API delivers results based on demographics, preferences, cultural entities, metadata, and geolocational factors. 23 Ratings Visit Website Hightouch Hightouch is the leading Composable CDP and AI Decisioning platform that empowers companies to activate their data warehouse to power personalized marketing and business operations. Trusted by leading organizations like PetSmart, Warner Music Group, Chime, Aritzia, and Whoop, Hightouch enables anyone to deliver personalized customer experiences, optimize performance marketing, and move faster by leveraging data and AI across their organization. Hightouch’s Composable Customer Data Platform collects behavioral events, resolves identities into Customer 360 profiles, builds audiences, syncs data to over 200 destinations like ad platforms and CRMs, and analyzes the results of marketing campaigns— all from the cloud data warehouse. 520 Ratings Visit Website TrafficGuard Digital advertisers lose billions every year to invalid traffic, and most do not know it is happening. Fake clicks, bots and click farms are only part of it. The bigger drain is non-incremental traffic: excessive clickers with no intent to convert, and navigational traffic that would have found your brand anyway. All of it inflates cost and corrupts the data your optimisation depends on. 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Trusted by 10,000+ advertisers across multiple industries TrafficGuard is part of Adveritas, publicly listed and accountable on the Australian Securities Exchange (ASX:AV1). 89 Ratings Visit Website HubSpot AEO HubSpot AEO is an answer engine optimization tool designed to help businesses improve their visibility in AI-driven search results. It focuses on how companies appear in answers generated by platforms like ChatGPT, Gemini, and Perplexity. The platform provides a visibility score that shows how often a brand is mentioned and the sentiment of those mentions. It also tracks relevant prompts and questions that potential customers are asking AI systems. HubSpot AEO analyzes which content sources and pages influence AI-generated answers. The tool offers actionable recommendations to help businesses improve their presence in AI search. Overall, HubSpot AEO helps companies become more discoverable in the evolving landscape of AI-powered search. 151 Ratings Visit Website Fraud.net Fraudnet's AI-driven platform empowers enterprises to prevent threats, streamline compliance, and manage risk in real-time. Our sophisticated machine learning models continuously learn from billions of transactions to identify anomalies and predict fraud attacks. Our unified solutions: comprehensive screening for smoother onboarding & improved compliance, continuous monitoring to proactively identify new threats, & precision fraud detection across channels and payment types. With dozens of data integrations and advanced analytics, you'll dramatically reduce false positives while gaining unmatched visibility. And, with no-code/low-code integration, our solution scales effortlessly as you grow. The results speak volumes: Leading payments companies, financial institutions, innovative fintechs, and commerce brands trust us worldwide—and they're seeing dramatic results: 80% reduction in fraud losses and 97% fewer false positives. Request your demo today and discover Fraudnet. 56 Ratings Visit Website ActiveCampaign ActiveCampaign is the autonomous marketing platform that transforms how marketers, agencies, and business owners work. Use Active Intelligence to power goal-aware automations and orchestrate personalized experiences across email, SMS, and WhatsApp. Within a single tool, you get real-time reporting and proactive optimizations in addition to market-leading deliverability and integration with 1000+ apps. With a user-friendly interface and a comprehensive suite of features, ActiveCampaign's platform is powerful, accessible, and designed to scale with your business. It's also easy to get started: While traditional tools force teams through long setup cycles and training, ActiveCampaign delivers measurable lifts in engagement and conversions in days. 89% of surveyed customers say the platform meets their business needs better than the competition, and 88% say ActiveCampaign delivers value faster than competitors. Read our ROI report for methodology 17,400 Ratings Visit Website myACI ACI Learning delivers hands-on IT and cybersecurity training built for modern teams. Expert-led videos, interactive labs, and certification prep for today’s top credentials turn knowledge into real-world skill. Whether you’re training a team or advancing your career, myACI makes it easy to learn, track progress, and see results that matter. This is online training with labs—not passive learning. From compliance and cloud to security and systems, ACI Learning helps professionals build confidence and capability. myACI offers role-based learning paths, video+lab combos, practice exams, and progress tracking. Managers get dashboards, credential tracking, and analytics that tie training to outcomes—with enterprise tools like SSO, LMS/LTI integration, SCORM support, and audit-ready reporting. 481 Ratings Visit Website AthenaHQ AthenaHQ is a cutting-edge platform for Generative Engine Optimization (GEO), designed to help brands optimize their visibility and performance across AI-driven search platforms like ChatGPT, Gemini, Perplexity, DeepSeek, Google's AI Overviews, and more. With Athena, companies can monitor AI perception, identify content gaps, and adjust strategies for better AI-driven discovery. AthenaHQ offers features like competitor analysis, sentiment analysis, and AI search volume tracking, making it easier for companies to align with the evolving search ecosystem. By understanding AI’s role in brand discovery, AthenaHQ empowers brands to stay ahead in the rapidly changing AI landscape. 50 Ratings Visit Website Google Cloud BigQuery BigQuery is a serverless, multicloud data warehouse that simplifies the process of working with all types of data so you can focus on getting valuable business insights quickly. At the core of Google’s data cloud, BigQuery allows you to simplify data integration, cost effectively and securely scale analytics, share rich data experiences with built-in business intelligence, and train and deploy ML models with a simple SQL interface, helping to make your organization’s operations more data-driven. Gemini in BigQuery offers AI-driven tools for assistance and collaboration, such as code suggestions, visual data preparation, and smart recommendations designed to boost efficiency and reduce costs. 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About Deploy product discovery that automatically learns customer intent. Optimize results across the board with machine learning. Personalize search, autosuggest, browse, recommendation results for every user. Computational approaches that infer intent from  a user’s search query. Continuously updated search result rankings through automated learning from behavioral data. Integrated, data-driven effort to deliver unique results for each person and query. Advanced tools to supplement automated results with merchant expertise. Deploy product discovery that automatically learns customer intent. Optimize results across the board with machine learning. Personalize search, autosuggest, browse, recommendation results for every user. As users type in their query, natural language processing deciphers intent and presents conversion-worthy results. Constructor Search collects and learns from behavioral data.	About Founded in 2013, GroupBy is an eCommerce Search and Product Discovery SaaS technology provider that powers some of the largest B2B and B2C brands. GroupBy’s AI-first composable platform is bringing next-generation search technology to retailers worldwide, helping to bridge the gap between consumer and merchant. Powered by Agent Search on Gemini Enterprise Agent Platform for Retail, the headless eCommerce platform consists of Data Enrichment, Search and Recommendations, Merchandising, and Analytics and Reporting providing eCommerce merchants with access to a powerhouse of products and services designed to enhance the digital customer experience. Built on AI fundamentals, the GroupBy platform is transforming eCommerce merchandising from rule-based to revenue-generating, optimizing productivity and efficiencies, and reducing time to market - allowing retailers, wholesalers and distributors to focus on business strategic initiatives that drive revenue.
Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported	Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported
Audience Companies looking for a software solution to optimize results across the board with machine learning	Audience Companies looking for a platform to generate eCommerce revenue
Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support Supported 24/7 Live Support Not Supported Online Supported
API Offers API Not Supported	API Offers API Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing No information available. Free Version Not Supported Free Trial Not Supported	Pricing Charges are based on subscription and usage of certain services. Free Version Not Supported Free Trial Not Supported
Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software	Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software

Training Documentation Supported Webinars Not Supported Live Online Supported In Person Supported	Training Documentation Supported Webinars Supported Live Online Supported In Person Not Supported
Company Information Constructor Founded: 2014 United States constructor.io	Company Information GroupBy Inc. Founded: 2013 Canada groupbyinc.com
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Categories eCommerce Personalization Supported eCommerce Search Supported Product Recommendation Engines Supported Site Search Supported	Categories eCommerce Personalization Supported eCommerce Search Supported
	eCommerce Personalization Features A/B Testing Supported Abandoned Cart Email Not Supported Dynamic Pricing Supported Offers & Discounts Notifications Supported Personalized Site Navigation Supported Product Recommendations Supported Reporting / Analytics Supported Social Insights Not Supported
Integrations Canopy Supported commercetools Supported Bash Not Supported BigCommerce Supported C# Not Supported Gemini Enterprise Agent Platform Not Supported Go Not Supported Java Not Supported MACH Energy Supported Microsoft Azure Not Supported PHP Not Supported Python Not Supported Rainmakers Supported Ruby Not Supported Rust Not Supported SAP Cloud Platform Supported Salesforce Not Supported Shopify Not Supported Swift Not Supported TypeScript Not Supported Show More Integrations View All 6 Integrations	Integrations Canopy Supported commercetools Supported Bash Supported BigCommerce Not Supported C# Supported Gemini Enterprise Agent Platform Supported Go Supported Java Supported MACH Energy Not Supported Microsoft Azure Supported PHP Supported Python Supported Rainmakers Not Supported Ruby Supported Rust Supported SAP Cloud Platform Not Supported Salesforce Supported Shopify Supported Swift Supported TypeScript Supported Show More Integrations View All 16 Integrations
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