Constructor vs Unbxd

Constructor is a cloud platform for ecommerce search and product discovery, founded in 2015. It uses shopper behavior, context and intent to personalize discovery across search, autosuggest, browse, recommendations, collections, quizzes and retail media. The AI Shopping Agent guides shoppers through natural-language product searches, while the Product Insights Agent answers personalized product questions. Merchant Intelligence Agent and Merchandiser Controls provide merchandising insights, dashboards, reports, controls and experiments. B2B capabilities cover account-segmented pricing and availability, personalization and discovery across large catalogs. Search options include hybrid, vector and faceted search, with zero-result reporting, search conversion tracking and result click analytics. Catalogs can be supplied through connectors, scheduled JSON, JSONL or CSV feeds, or REST API updates. APIs and browser or server-side client libraries support retrieving results, sending behavioral events and updating data or configurations; named client libraries include JavaScript, Swift and Kotlin. Constructor says it reduces personal data exposure using anonymous IDs, IP truncation and hashed identifiers. Pricing is not published; prospective customers are directed to book a demo.

Netcore Unbxd provides AI-powered ecommerce search and product discovery for retailers. Its search includes autocomplete, dynamic ranking, and personalized relevance, using natural language processing and vector understanding. AI models can extract product details from unstructured catalog data, including descriptions and reference images. A no-code console lets teams adjust search results, promote products, run campaigns, and create category-based navigation. The product supports location-based search, real-time inventory visibility, and hiding out-of-stock items. Its B2B functions include exact or partial SKU search, indexing catalogs of any scale, and shopper eligibility conditions for product visibility. The site states native support for more than 40 languages and management of multiple sites through one console. APIs, SDKs, and plug-ins connect it with existing ecommerce platforms; listed integrations include Shopify, Magento, BigCommerce, WooCommerce, SAP Hybris, Salesforce Commerce Cloud, and Oracle Commerce Cloud. Mobile tools include iOS and Android SDKs. The maker describes infrastructure with DDoS protection, Cloudflare delivery, Kubernetes-powered scaling, and multiple availability zones. Pricing is on request; visitors are directed to schedule a demo or contact sales.