Use case · Conversion
AI personalisation tools.
44 apps assigned to this use case by a written definition. 20 of them are built mainly for this job. Filter by type, the platforms they work with and pricing.
- tools listed
- 44
- built mainly for this job
- 20
Active filters
8 tools match your filters
Showing 1 to 8 of 8, 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.
Aqurate
AppAI product recommendations and site search for online shops, with merchandising rules, email recommendation blocks and revenue reporting.
Main purposeGenerates upsell and cross-sell product recommendation widgets across PDP, cart, and checkout with merchandising rules.
Shopify
- Pricing
- Paid
- Price
- From $99 a month
- Free plan
- No
- Free trial
- No
Shopify app that adds AI product recommendation widgets and semantic on-site search trained on a store's catalogue, orders and shopper behaviour.
Main purposePlaces AI-driven upsell and cross-sell recommendation widgets across storefront, checkout, and account pages.
- Pricing
- Paid
- Price
- From $29.99 a month
- Free plan
- No
- Free trial
- No
Shopbox AI
AppAI personalisation platform for online stores providing product recommendations, semantic site search, a conversational shopping assistant and email/SMS campaign connectors.
Main purposeServes contextual product recommendations and automates merchandising across category, PDP, and cart surfaces.
- Pricing
- Paid
- Price
- Not recorded
- Free plan
- No
- Free trial
- No
Contentful
AppHeadless content platform for building and personalising websites and storefront content, with AI features for content workflows and a composable commerce use case.
A documented featureDocumented feature personalizes content variants by audience segment with AI-assisted recommendations.
- Pricing
- Paid
- Price
- Not recorded
- Free plan
- No
- Free trial
- No
Growthly AI
AppShopify app that adds subscriptions to any product and uses AI to build personalised recurring bundles with flexible delivery schedules.
A documented featureAssembles per-customer product bundles from browsing and purchase history signals.
- Pricing
- Paid
- Price
- From $79 a month
- Free plan
- No
- Free trial
- No
Miros
AppAI product discovery for retailers that reads shopper behaviour signals to surface relevant products across search, browse and recommendation surfaces.
A documented featureInfers intent from click and dwell behaviour to surface products on category pages.
- Pricing
- Paid
- Price
- Not recorded
- Free plan
- No
- Free trial
- No
Okendo
AppCustomer marketing platform for Shopify stores combining product reviews, loyalty points, referrals, quizzes and surveys, with AI review summaries and keywords.
A documented featureDeploys product recommendation quizzes on the store.
- Pricing
- Paid
- Price
- From $19 a month
- Free plan
- No
- Free trial
- No
Vespa
AppOpen-source search and retrieval platform combining vector, text and structured search with machine-learned ranking, used to build product discovery and recommendations.
A documented featureDocumented use includes serving personalized product recommendations via ML ranking.
- Pricing
- Paid
- Price
- From $0.1 a month
- Free plan
- No
- Free trial
- No
From the ecommerceguide dataset
Personalisation tools in numbers
Calculated from all 44 tools on this page's list. Percentages are of the group named.
- Tools listed
- 44
- Built mainly for this job
- 20 45%
- Apps with a free plan
- 3 7%
How tools are assigned to a use case
What this page includes
Personalises what a shopper sees on the store: product recommendations, personalised merchandising, dynamic content, onsite segmentation, upsell and cross-sell recommendations.
Not included: Email or SMS personalisation only. Site search. Pop-up builders with no personalisation logic.
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.