Constructor vs LupaSearch
Constructor
constructor.comLupaSearch
lupasearch.comSide by side
| Figure | Constructor | LupaSearch |
|---|---|---|
| Price from | — | — |
| Free plan | — | — |
| Free trial | — | — |
| Open source | — | — |
| Web | Yes | Yes |
| iOS | Yes | — |
| Android | Yes | — |
| API | Yes | Yes |
| Plans published | 1 | 0 |
| Spec score · Search Analytics Software | 8.3 (#6) | 7.2 (#26) |
| Spec score · AI Search and Discovery Platforms Software | 8.3 (#6) | 7.2 (#21) |
| Integration methods | Catalogs can be supplied through platform connectors, scheduled JSON, JSONL or CSV feeds, or item-by-item REST API updates. | The integration guide describes API, plugins for supported ecommerce platforms, and feed file synchronization as possible methods. |
| Integrations | Constructor's partner page lists technology partners including Akeneo, Alokai, BigCommerce, commercetools, Contentful, Contentstack, Salesforce Commerce Cloud, Shopify, and VTEX. | The site lists Adobe, SAP, Magento, Shopify, PrestaShop, Sylius, IdoSell and BigCommerce among supported ecommerce platforms. |
| Intended customers | The AI Shopping Agent is described as purpose-built for enterprise ecommerce. | LupaSearch describes its service as built for ecommerce businesses ranging from boutique stores to enterprise retailers, including B2B. |
| Merchandising | Merchant Intelligence Agent and Merchandiser Controls provide insights, controls, dashboards, reports, and experiments for product discovery. | Administrators can rank search results around business needs, seasonal campaigns, offers and KPIs. |
| Personalization | Its Commerce Reasoning Engine uses website clickstream and other shopper and market data to personalize discovery across touchpoints in real time. | The platform tracks products shoppers show interest in and ranks relevant products higher in later searches. |
| Privacy | Constructor says it minimizes personal data and anonymizes identifiers using anonymous IDs, IP address truncation, and hashing. | The privacy policy says LupaSearch data is held on servers in the European Union and states that the company complies with GDPR. |
| Product | Constructor describes itself as an AI-native commerce discovery platform that interprets shopper behavior, context, and intent. | LupaSearch is a cloud based SaaS search engine for web applications, including ecommerce, delivered as an API service. |
Plans
In their own words
Constructor
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.
LupaSearch
LupaSearch has no write-up on Specifiction yet; its figures are above.