[ Constru... Reviews ](https://www.g2.com/products/constructor-io-constructor/reviews) [ Constru... Reviews ](https://www.g2.com/products/constructor-io-constructor/reviews) # Constructor Pricing Overview [Editedit](https://my.g2.com/constructor-io-constructor/pricings) Free Trial Value Assessment Free [Contact Us](#) Test Constructor on your sites or apps with our Proof Schedule, a 4-week revenue opportunity assessment using your real catalog and your real traffic. - Live beacon for your site - Live traffic analysis - ROI projection - Search opportunities report - Conversion opportunities report - AI dashboard Show More Constructor Search & Browse Contact Us [Request Demo](#) The evolution of Commerce Search: Real-time personalized search results and browse experiences that are attractive to the individual shopper and lift business KPIs at the same time. - Native Commerce Core: Leading AI/ML Search, purpose built for eCommerce - Smart Merchandising Controls - Search Analytics - Autosuggest incl. visual suggestions - Landing Page Optimization - Category Page Optimization - Dynamic Collections Pages - Omnichannel support - API-first - Real-time Personalization - KPI Optimization - Auto Synonyms - Long tail search optimization - Catalog & Attribute Enrichment - Dedicated Customer Success Manager - Semantic Understanding - Natural Language Processing (NLP) - Multilingual support - GDPR & CCPA compliance - MACH certified - A/B Testing - Rule Performance Show More Constructor Recommendations Contact Us [Request Demo](#) Present highly personalized, KPI-optimized recommendations that create better shopping experiences and drive more business value - in real time. - Native Commerce Core optimized recommendations - Real-time personalized 1:1 recommendations - Smart Merchandising Controls - Alternative products - Complementary products - Product bundling - Recently viewed products - Omnichannel Support API-first - GDPR & CCPA compliance - MACH certified Show More Constructor Quizzes Contact Us [Request Demo](#) Stop guessing what customers want — ask them instead with guided selling product finders and pickers. - Guided selling with Interactive product and gift finders - Clienteling for in-store advisors - Visual quiz builder with a variety of question formats - Omnichannel support - API (first) - Zero party data - Real-time personalized results powered by Native Commerce Core - Conditional rules and branching logic - In-app analytics and insights - GDPR & CCPA compliant - MACH certified Show More Constructor Attribute Enrichment Contact Us [Request Demo](#) Attribute Enrichment improves catalog quality with deep learning techniques: Combining raw catalog data with customer behavioral data, these amplifiers automatically enrich product attributes and categories to optimize discovery and result relevance while unburdening merchandising teams from manual tagging. Attribute Enrichment contributes to Constructor's Native Commerce Core by enriching product data to expose customers to a broader range of products, enable advanced search filters, and let buyers find exactly what they want— fast. - Native Commerce Core: Leading AI/ML Search, purpose built for eCommerce - Tailored Attributes by Category: Allow your customers to find the answers to their questions on your site and boost your KPIs by making conversions and minimizing returns with accurate, complete product data. - Universal Category Enrichment: Experience consistency across complex catalogs and third-party data with auto-enriched categories. Attribute Enrichment reduces errors that come from manual work and learns what attributes are important to customers so Constructor can extract and display them at the perfect time. - Review Dashboard: Review and approve new AI-generated attributes and categories in an easy-to-use dashboard before they get added to the catalog Show More Constructor AI Shopping Agent Contact Us [Request Demo](#) Constructor’s AI Shopping Agent increases conversions and AOV for retailers and builds brand affinity by meeting shoppers where they are on their pathway to purchase. It provides an engaging, human-like conversational experience online to help them explore new products related to their intent and discover items they want to purchase. - Intent-based, natural language prompting with multi-content support to structure results in a way to help shoppers navigate the entire catalog. - Returns product results, refinement suggestions, site content and guides, tasks specific instructions (recipe ingredients, DIY instructions, etc.) - Provides domain specific agents that have the right context to help your shoppers via: LLM Model training, Specific domain and catalog context, Prompt engineering - Leverages all of Constructor’s connected discovery algorithms including clickstream, personalization, and KPI metric optimization. Show More Activate a Constructor Proof Schedule™ to fully understand where your current search and product discovery vendor is falling behind. At the end of the 2-4 week process, we will surface gaps your merchandising team can address immediately to improve site search health, among other tangible benefits. Constructor has 6 pricing editions. A free trial of Constructor is also available. Look at different pricing editions below and see what edition and features meet your budget and needs. Pricing information for Constructor is supplied by the software provider or retrieved from publicly accessible pricing materials. Final cost negotiations to purchase Constructor must be conducted with the seller. Pricing information was last updated on June 10, 2025 Show More ## Top-Rated Alternatives [ ![Bloomreach](https://images.g2crowd.com/uploads/product/hd_favicon/acd3373828bc7684cdbada5df73826f4/bloomreach-bloomreach.svg "Bloomreach") Bloomreach 4.6/5 (761) ](https://www.g2.com/products/bloomreach-bloomreach/reviews) [ ![Algolia](https://images.g2crowd.com/uploads/product/hd_favicon/879f5b5f5ad6000281c7c48f17d0e442/algolia.svg "Algolia") Algolia 4.5/5 (429) ](https://www.g2.com/products/algolia/reviews) [ ![Coveo](https://images.g2crowd.com/uploads/product/hd_favicon/f06135e6a842b9c170ecf3167f1ddd80/coveo.svg "Coveo") Coveo 4.3/5 (142) ](https://www.g2.com/products/coveo/reviews) [ View All Alternatives ](https://www.g2.com/products/constructor-io-constructor/competitors/alternatives) ## Constructor Pricing Reviews (2) ![Mark D.](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Mark D.") MD Mark D. Head of Operations Mid-Market (51-1000 emp.) 1/6/2026 More Options - "Massive revenue lift from recommendations + continuous optimisation that empowers our team" 5/5 What do you like best about Constructor? The biggest win for us has been the commercial impact, especially through Recommendations - the revenue lift has been outstanding. We’ve also seen strong results through independent A/B testing, including improvements from recommendation engines and geo-localised ranking, and we’ve almost eliminated zero search results, which has clearly improved the customer experience. Just as importantly, Constructor feels like a genuine partnership rather than a vendor relationship. The team is highly responsive and easy to work with, always available on Slack, and quick to pull in the right people when needed . That combination of measurable performance impact and a strong working relationship has made a real difference for us. Review collected by and hosted on G2.com. What do you dislike about Constructor? Constructor is premium-priced, and while the ROI is clear from our results, the cost means we still have to regularly re-justify it internally Early in the implementation, Constructor could have had a better understanding of what makes our business unique so they could give us better advice from the outset. That said, we did ultimately get the help we needed, and the team has been highly responsive throughout. One area that could be improved is visibility into catalogue updates. It’s not always easy to see when and how products have changed, which makes it harder to validate our integration. Review collected by and hosted on G2.com. What problems is Constructor solving and how is that benefiting you? Constructor solves the challenge of product discovery at scale. It helps us deliver more relevant search, browse and recommendations without relying on manual merchandising that doesn’t scale, and it enables continuous optimisation through testing and iteration. The impact has been clear, including improved relevance, better localisation across markets, and stronger commercial performance leading to higher RPV, AOV and conversion, with particularly strong results from recommendations. Review collected by and hosted on G2.com. Show More Response from Customer Success of Constructor [Editedit](https://www.g2.com/survey_responses/constructor-review-11967043/official_response/edit) Hi Mark, thanks so much for the review and for sharing such detailed feedback. It’s great to hear about the revenue impact you’ve seen from Recommendations and testing, and the progress on relevance, localisation, and reducing zero-result searches. We’re really glad those improvements are showing up in both performance and customer experience. We also appreciate the honest feedback on pricing, early implementation, and catalogue visibility. Those are fair points and helpful for us as we continue to improve how we support teams, especially early on. Thanks again for the partnership, we’re looking forward to continuing to build on these results together. Validated ReviewerSource: Organic ![Verified User in International Trade and Development](/assets/icons/anonymous-avatar-purple-4ae1032bdb50ee5682003170c8184aee790d25958bd397abbd384ba52c596a7b.svg "Verified User in International Trade and Development") EI Verified User in International Trade and Development Mid-Market (51-1000 emp.) 1/16/2026 More Options - - [Respond as Constructor](https://www.g2.com/survey_responses/constructor-review-12223642/official_response/new) "Powerful tool to create and develop a holistic search & recommendation experience" 4/5 What do you like best about Constructor? C.io offers an extensive tool box to optimize search in our frontends. The User interface enables the creation of individual search rules, scenarios and optimizations. Their customer success team is very engaged to create value with us in close collaboration. Review collected by and hosted on G2.com. What do you dislike about Constructor? The basic algorithm ist powerful, but needs to be guided well towards the individual customer targets. Although growing rapdily, the analytics part has further space for growth in order to serve our specific cases. Review collected by and hosted on G2.com. What problems is Constructor solving and how is that benefiting you? With C.io we manage to steer our search, ranking and recommendation results for challenging wide assortment of a 7-digit amount of SKUs towards our business targets. Review collected by and hosted on G2.com. Show More Current UserValidated ReviewerSource: Organic Constructor Comparisons ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/small_square/small_square_e8b7928d2e1cefffe2f9fb20febf2898/algolia.png "Product Avatar Image") Algolia 4.5/5 (452) [ Compare Now ](https://www.g2.com/compare/algolia-vs-constructor-io-constructor) ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/small_square/small_square_9954d1f1b2193bfcf0220bf84917e62e/bloomreach-bloomreach.jpg "Product Avatar Image") Bloomreach 4.6/5 (768) [ Compare Now ](https://www.g2.com/compare/bloomreach-bloomreach-vs-constructor-io-constructor) ![Product Avatar Image](https://images.g2crowd.com/uploads/product/image/small_square/small_square_55979ca365664a3abc807b93a0ef9e35/coveo.png "Product Avatar Image") Coveo 4.3/5 (142) [ Compare Now ](https://www.g2.com/compare/constructor-io-constructor-vs-coveo) ##### Categories on G2 [ Enterprise Search Software ](https://www.g2.com/categories/enterprise-search-software)[ E-Commerce Personalization ](https://www.g2.com/categories/e-commerce-personalization)[ A/B Testing ](https://www.g2.com/categories/a-b-testing-tools) [ E-Merchandising ](https://www.g2.com/categories/e-merchandising)[ E-Commerce Search ](https://www.g2.com/categories/e-commerce-search) Show More ##### Explore More [ Recommended data monitoring service for startups ](https://www.g2.com/discussions/recommended-data-monitoring-service-for-startups)[ Which performance management software do big tech firms use ](https://www.g2.com/discussions/which-performance-management-software-do-big-tech-firms-use-and-why)[ PCB Design Software ](https://www.g2.com/glossary/pcb-design-software-definition) [ Top-rated intent data platforms for sales enablement ](https://www.g2.com/discussions/top-rated-intent-data-platforms-for-sales-enablement)[ Most reliable auto dialer software ](https://www.g2.com/discussions/most-reliable-auto-dialer-software)[ Pros and Cons Details ](https://www.g2.com/products/constructor-io-constructor/reviews?qs=pros-and-cons) Show More [ Recommended data monitoring service for startups ](https://www.g2.com/discussions/recommended-data-monitoring-service-for-startups)[ Which performance management software do big tech firms use ](https://www.g2.com/discussions/which-performance-management-software-do-big-tech-firms-use-and-why)[ PCB Design Software ](https://www.g2.com/glossary/pcb-design-software-definition) [ Top-rated intent data platforms for sales enablement ](https://www.g2.com/discussions/top-rated-intent-data-platforms-for-sales-enablement)[ Most reliable auto dialer software ](https://www.g2.com/discussions/most-reliable-auto-dialer-software)[ Pros and Cons Details ](https://www.g2.com/products/constructor-io-constructor/reviews?qs=pros-and-cons)