Question: I'm looking for a solution that integrates with Shopify and offers advanced search and merchandising features.

For integration with Shopify and for advanced search and merchandising, Searchspring is a full-featured option. It uses AI and machine learning for site search, merchandising and personalization. Among its features are AI site search, merchandising that scales to large catalogs and ML-based personalization. The company says its technology can improve the shopper experience, lower bounce rates and increase engagement, and offers several pricing plans to accommodate different customers.

Another mature option is Klevu, an AI-based ecommerce foundation designed to boost conversion rates with advanced search, merchandising and product recommendations. It offers AI search with predictive autocomplete, product recommendations based on individuals, and category merchandising. Klevu supports multiple e-commerce foundations and has detailed documentation and 24/7 support. It offers several pricing plans to accommodate different business models.

Fast Simon also has a broad set of tools to improve site search, merchandising and personalization. Among its features are AI merchandising, personalized customer experiences and AI search with filters. Its no-code editor lets business users customize search and collection pages, and it has integration partners like Tapcart and Klaviyo to expand its abilities.

Last, Rebuy is a good choice for Shopify stores that want to create data-driven shopping experiences. It offers intelligent personalization, product recommendations and smart search, as well as dynamic discounting and detailed analytics. Rebuy's foundation is designed to help merchants increase conversions and lifetime value, with an interface that's easy to use and a powerful API for low-code customization.