10 Best Constructor Alternatives & Competitors (2026)

Nosto focuses on AI-driven personalization, recommendations, and merchandising for eCommerce. It excels at automated product carousels and email personalization. Versus Depict, Nosto provides stronger off-site personalization yet offers less granular visual control over collection pages and does not include the GPT conversational search or drag-and-drop scheduling features central to Depict.

Algolia provides fast, scalable site search and discovery used by many mid-market and enterprise stores. Its strengths include advanced relevance tuning, merchandising rules, and extensive developer tooling. Compared with Depict it offers deeper search customization but requires more technical setup and lacks the visual drag-and-drop collection editor and native Shopify merchandising layer that Depict delivers out of the box.

Findify offers AI search, recommendations, and smart collections tailored to Shopify merchants. It provides quick setup and visual merchandising rules. Against Depict it lacks the GPT conversational interface and multimarket versioning depth, making Depict preferable when brands need advanced scheduling and A/B testing inside collections.

Bloomreach combines search, merchandising, and content optimization in one enterprise platform. It is strong for large catalogs needing unified search and CMS capabilities. Relative to Depict it targets bigger operations with heavier implementation, while Depict emphasizes faster Shopify-native visual merchandising and simpler AI search for mid-market fashion brands.

Searchspring supplies site search, navigation, and merchandising for mid-to-large stores. Its strengths lie in faceted search and campaign management. In comparison to Depict it is more traditional in its merchandising approach and does not match Depict’s AI-native drag-and-drop editor or integrated GPT search experience.

Boost Commerce provides Shopify-specific collection filtering, search, and upsell tools. It is popular for quick visual enhancements. Unlike Depict it relies more on manual rules than AI automation and does not offer the conversational GPT search or cross-market scheduling that Depict automates for growing brands.

Syte specializes in AI visual search and product discovery for fashion and home goods. It shines at image-based recommendations. Compared with Depict it focuses more on visual search than on full collection merchandising workflows, so merchants needing drag-and-drop curation and A/B testing often prefer Depict’s broader feature set.

Lucidworks offers enterprise search and AI discovery with extensive customization. It suits complex B2B and large-scale catalogs. Relative to Depict it demands longer deployments and developer resources, whereas Depict targets faster Shopify and Centra rollouts with ready visual merchandising tools.

Klevu delivers AI search and smart merchandising for mid-market stores. It supports category pages and recommendations. Against Depict it provides solid keyword and vector search but lacks the advanced content blocks, versioning, and native Centra integration that make Depict attractive for multi-store fashion brands.