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
44 tools
Showing 41 to 44 of 44, 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.
Tolstoy
AppAI ecommerce platform that generates product images and video, publishes shoppable video and PDP widgets, and runs an AI sales agent with virtual try-on.
A documented featureRuns quizzes and interactive funnels tied to product recommendations on the store.
Shopify
- Pricing
- Free
- Price
- Not recorded
- 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
ViSenze
AppAI search and recommendations platform for retailers, offering text and image multi-search, visually similar and shop-the-look recommendations, GenAI product tagging and discovery analytics.
A documented featureDocumented similar-item and complete-the-look recommendations served on PDP and PLP.
- Pricing
- Contact sales
- Price
- Not recorded
- Free plan
- No
- Free trial
- No
Vue.ai
AppEnterprise AI platform with retail use cases including product tagging, catalogue data enrichment, on-model imagery and shopper personalisation.
A documented featurePowers recommendations and personalized merchandising across shopper sessions.
- Pricing
- Not recorded
- Price
- Not recorded
- 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.