Constructor / constructor.com
AI-powered product discovery and search platform for e-commerce providing AI search ranking, browse personalisation, and recommendation algorithms optimised for business metrics.
Pricing
Free
Free plan
No
Category
Developer Tools
Platforms
2
Free plan
No
API access
No
Open source
No
Platforms
2
Constructor is an AI-native e-commerce product discovery platform — differentiated by optimising search ranking and product recommendations directly for business metrics (revenue, margin, conversions) rather than pure relevance. While many search platforms optimise for relevance to the query, Constructor's AI optimises for the outcomes that matter to the retailer — adjusting results to maximise conversion value while remaining highly relevant. AI Search provides personalised search result ranking combining text relevance, product performance data, shopper behaviour, and real-time conversion signals. The ranking AI continuously learns from conversion data to improve which products surface for which queries across different shopper contexts. Browse and Merchandising AI applies the same optimisation approach to category browsing — personalising product ranking in category pages based on what converts for different shopper segments. Quizzes and Product Finders provide guided discovery — AI-powered recommendation flows helping shoppers find products matching their needs through conversational guidance. Constructor targets enterprise retailers with significant product catalogues and traffic, validating ROI through measured lift in revenue per session. Customers include Sephora, Backcountry, and Carhartt.
Constructor AI runs as ml platform software built around data workflows. Users typically start with a prompt, upload, or connected data source, and the underlying model handles the heavy lifting before returning a result you can refine or export. It's available on web and api.
The capabilities that matter most for teams evaluating Constructor AI.
Personalised search ranking optimised for business metrics (revenue, conversions) rather than pure relevance — aligning product surfacing with what drives commercial outcomes.
Category page personalisation ranking products based on conversion performance and shopper behaviour — improving category browse conversion beyond manual merchandising rules.
AI-powered guided discovery flows helping shoppers navigate large catalogues — improving conversion for complex assortments where shoppers need product guidance.
Enterprise licensing. Revenue-based pricing. Demo available.
Model
Enterprise
Starting price
Free
Free trial
Yes
Bloomreach (rank 699) provides AI discovery alongside CDP and CMS. Nosto (rank 738) provides personalisation with broader recommendation coverage. Algolia (covered) provides developer-friendly fast search. Klevu provides personalised e-commerce search.
A side-by-side look at the closest alternative in this category.
Key facts about model providers, platforms, and team support.
Model Provider
Constructor
Platforms
Web, API
Deployment
SaaS
Integrations
Shopify, Salesforce Commerce Cloud, Magento, BigCommerce, API
Team Collaboration
Yes
Launch Year
2022
Compliance signals and data-handling notes as reported by the vendor.
SOC 2 Type II. ISO 27001. GDPR compliant. Enterprise data handling agreements.
Shopper behaviour and search data processed on Constructor cloud. Review data handling for personalisation data and search query data.
Verified reviews from signed-in users, stored in the backend and averaged into this tool's rating.
Editorial Verdict
Constructor is the best AI product discovery platform for enterprise retailers wanting search and browse optimised for business conversion metrics — revenue and margin — rather than pure relevance.
Last verified July 24, 2026.
Enterprise licensing. Revenue-based pricing. Demo available.
Annual subscription. Per-revenue-share or per-request pricing. Demo available.
SOC 2 Type II. ISO 27001. GDPR compliant. Enterprise data handling agreements.
SOC 2 Type II. ISO 27001. GDPR compliant. Enterprise data handling agreements.
Shopper behaviour and search data processed on Constructor cloud. Review data handling for personalisation data and search query data.
Shopper behaviour and product data processed on Nosto cloud. Review data handling for personalisation data and GDPR consent requirements.
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