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
24 tools
Showing 21 to 24 of 24, 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.
Bloomreach
AppBloomreach's Loomi AI platform personalises email, SMS, web and mobile messaging, runs ecommerce site search and offers marketing and shopping agents.
A documented featureDiscovery module tunes on-site search relevance with AI-generated merchandising suggestions.
Shopify
- Pricing
- Not recorded
- Price
- Not recorded
- Free plan
- No
- Free trial
- No
KIBO
AppHeadless commerce and order management platform for B2B and B2C retailers, with modules for catalogue, cart and checkout, inventory, fulfilment, AI search and AI agents.
A documented featureIncludes a documented AI search module for the storefront.
- Pricing
- Not recorded
- Price
- Not recorded
- Free plan
- No
- Free trial
- No
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.