Use case · Conversion
AI site search tools.
24 apps assigned to this use case by a written definition. 18 of them are built mainly for this job. Filter by type, the platforms they work with and pricing.
- tools listed
- 24
- built mainly for this job
- 18
Active filters
10 tools match your filters
Showing 1 to 10 of 10, ordered by main purpose first
How results are ordered
Tools whose main purpose is this job come first, then tools where it is a documented feature. Alphabetical within each. This is not a ranking of quality.
There are no paid placements on use-case pages, and no ratings.
Shopify app that lets shoppers search a store's catalogue using natural language queries instead of keyword matching.
Main purposeReplaces keyword site search with natural-language catalogue search indexed at install.
Shopify
- Pricing
- Free plan and paid plans
- Price
- From $10 a month
- Free plan
- No
- Free trial
- No
AI-powered search, filters, merchandising and recommendations for Shopify stores, with predictive bundles, pre-orders and back-in-stock alerts.
Main purposeReplaces Shopify native search with semantic matching, filters, synonyms and search merchandising.
Shopify
- Pricing
- Free plan and paid plans
- Price
- From $29 a month
- Free plan
- No
- Free trial
- No
Fynq
AppShopify app that replaces native store search with AI text and image search, filters, merchandising controls and product recommendations.
Main purposeAI text and image search with merchandising controls (pinning, boosting, synonyms), filters and query analytics.
Shopify
- Pricing
- Free plan and paid plans
- Price
- Not recorded
- Free plan
- No
- Free trial
- No
Luigi's Box
AppAI site search, autocomplete, recommendations, product listing and search analytics for online stores, integrating with platforms such as Shopify and Magento.
Main purposeOnsite search, autocomplete, relevance tuning and search analytics replacing native platform search.
Shopify
Shopware
- Pricing
- Free plan and paid plans
- Price
- Not recorded
- Free plan
- No
- Free trial
- No
M:AI Search
AppReplaces the built-in search in Shopify and WooCommerce stores with a semantic AI search engine and adds AI product recommendations.
Main purposeReplaces built-in store search with a semantic engine handling synonyms, plurals and faceted filters.
Shopify
WooCommerce
- Pricing
- Free plan and paid plans
- Price
- Not recorded
- Free plan
- No
- Free trial
- No
AI site search and filtering for Shopify stores, with autocomplete, typo tolerance, synonyms, custom ranking, merchandising boosts and search analytics.
Main purposeReplaces Shopify native search with autocomplete, typo tolerance, synonyms, filters, merchandising boosts and search analytics.
Shopify
- Pricing
- Free plan and paid plans
- Price
- Not recorded
- Free plan
- No
- Free trial
- No
Shopify app that adds customisable product filters and AI-powered storefront search, plus product recommendation widgets and search and filter analytics.
Main purposeReplaces Shopify storefront search with AI query parsing, filter trees, and search analytics.
Shopify
- Pricing
- Free plan and paid plans
- Price
- Not recorded
- Free plan
- Yes
- Free trial
- Yes
Alhena AI
AppAI agent platform for online stores that handles shopper support and product discovery chat, voice and social replies, plus tracking of brand visibility in AI search engines.
A documented featureDocumented personalized product discovery across storefront search.
Shopify
Salesforce Commerce Cloud
- Pricing
- Free plan and paid plans
- Price
- From $199 a month
- Free plan
- Yes
- Free trial
- Not recorded
Nosto
AppCommerce experience platform providing AI personalisation, on-site search, category merchandising, recommendations and agentic assistants for online stores.
A documented featureIncludes on-site search with personalized relevance tuning as a named feature.
Shopify
BigCommerce
Salesforce Commerce Cloud
commercetools
- Pricing
- Free plan and paid plans
- Price
- Not recorded
- Free plan
- No
- Free trial
- No
Rebuy
AppPersonalisation platform for Shopify stores offering AI product recommendations, smart cart, bundles, search, checkout and post-purchase upsells and A/B testing.
A documented featureListing documents AI-powered search alongside recommendations.
Shopify
- Pricing
- Free plan and paid plans
- Price
- Not recorded
- Free plan
- Yes
- Free trial
- Yes
From the ecommerceguide dataset
Site search tools in numbers
Calculated from all 24 tools on this page's list. Percentages are of the group named.
- Tools listed
- 24
- Built mainly for this job
- 18 75%
- Apps with a free plan
- 3 13%
How tools are assigned to a use case
What this page includes
Onsite product search and discovery: semantic or natural-language search, visual search, search merchandising, autocomplete and filters.
Not included: Recommendation widgets with no search. Web or SEO search tools.
How the assignment is made
Each use case has a written definition of what qualifies and what does not. A language model (Claude) reads each tool's listing, its summary and, for MCP servers, the verified integrations and tasks, and assigns it only where the definition fits. It sees no earlier assignments. 670 tools were classified, most recently in Sept 2026.
Main purpose or a feature
“Main purpose” means doing this job is what the tool is for. “A documented feature” means a named feature does the job but the tool's main purpose is something else. Anything weaker is left out. A tool can appear in at most three use cases.
What has to be true first
A tool appears here only once it is listed in its own section: MCP servers after their repository or documentation is verified, apps after their site and listing are reviewed. A use case gets its own page only with at least 10 such tools.
What the facts show
For apps, the pricing model and free plan or trial as recorded from the app's pricing page. For MCP servers, how they run, how they authenticate and who maintains them. “Works with” for apps comes from the listing's own text and is not a tested integration.
Order and corrections
Main-purpose tools first, then alphabetical. No paid placements and no ratings. Corrections: hello@ecommerceguide.com.