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Verified July 24, 2026AI E-Commerce Personalisation and Product Recommendations

Nosto AI

Nosto / nosto.com

AI-powered e-commerce personalisation platform providing product recommendations, category merchandising, personalised search, and content personalisation for online retailers.

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Pricing

Free

Free plan

No

Category

Developer Tools

Platforms

2

Free plan

No

API access

No

Open source

No

Platforms

2

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What is Nosto AI?

Nosto is an e-commerce personalisation platform using AI to deliver personalised product recommendations, dynamic content, and personalised search across e-commerce sites. AI product recommendations apply collaborative filtering and session-based ML to surface products each shopper is most likely to purchase — homepage recommendations, similar products, frequently bought together, post-purchase cross-sell, and abandoned cart recommendations, all personalised to individual shopping behaviour. Category Merchandising AI optimises product ranking and display within category pages — boosting high-performing products, demoting out-of-stock items, and applying merchandise rules on top of AI-optimised ranking. Personalised Search applies AI to search result personalisation — the same search query returns differently ranked results for different shoppers based on their purchase history and session behaviour. Content Personalisation delivers different homepage banners, promotional content, and category features to different shopper segments based on behaviour and attributes. Nosto integrates with Shopify, Salesforce Commerce Cloud, Magento, and BigCommerce — deploying on major e-commerce platforms without custom development. Customers include Ace Hardware, Dermalogica, and Gymshark.

e-commerceaipersonalisationrecommendationssearchmerchandising
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How Nosto AI works

Nosto AI runs as ml platform software built around data workflows. Users typically start with a prompt, upload, or connected data source, and the underlying model handles the heavy lifting before returning a result you can refine or export. It's available on web and api.

Video Guides

Watch Nosto AI in action

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Key Features

What makes it worth shortlisting

The capabilities that matter most for teams evaluating Nosto AI.

01

AI product recommendations

ML personalising every recommendation placement based on individual shopper behaviour — homepage, similar products, frequently bought together, and cross-sell personalised to each visitor.

02

Category Merchandising AI

AI optimising product ranking within category pages alongside merchandiser rules — boosting high-performers and personalising category display based on shopper behaviour signals.

03

Personalised Search

Individual search result ranking from shopper purchase history and session — the same query returns different rankings based on each shopper's demonstrated preferences.

AI product recommendations (homepage, PDP, cross-sell, upsell, cart)Category Merchandising AI (product ranking and boosting)Personalised Search (personalised result ranking)Content Personalisation (banner and creative personalisation)Segmentation and audience creationA/B testing and optimisationEmail trigger recommendationsAnalytics and conversion attributionShopify, SFCC, Magento integrationReal-time personalisation

Best use cases

AI product recommendations for e-commerce conversion
Category merchandising optimisation
Personalised search for e-commerce
Content and banner personalisation
E-commerce revenue optimisation

Who should use it

E-commerce merchandising and marketing teams
Conversion rate optimisation managers
E-commerce technology leaders
Digital marketing managers
D2C and marketplace sellers

Pros

  • Ace Hardware, Dermalogica, and Gymshark validate across hardware, beauty, and fitness e-commerce
  • AI product recommendations directly improve the highest-conversion touchpoints on e-commerce sites
  • Native Shopify, SFCC, and Magento integrations deploy without custom development investment
  • Category merchandising AI reduces manual merchandising time while improving product ranking performance

Cons

  • Annual subscription pricing for e-commerce businesses with significant traffic and revenue
  • Personalisation value depends on data volume — newer or lower-traffic stores have less personalisation signal
  • Competing with Bloomreach (rank 699), Constructor (rank 739), and Dynamic Yield for e-commerce personalisation

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Pricing Analysis

Is it worth the price?

Annual subscription. Per-revenue-share or per-request pricing. Demo available.

Model

Subscription

Starting price

Free

Free trial

Yes

Similar Tools

Tools like Nosto AI

Bloomreach (rank 699) provides personalisation alongside CDP and CMS. Constructor (rank 739) provides AI search and discovery. Dynamic Yield provides personalisation and experimentation. Klevu provides personalised e-commerce search.

Comparison

Nosto AI vs Constructor AI

A side-by-side look at the closest alternative in this category.

Nosto AI favicon

Nosto AI

Nosto

Constructor AI favicon

Constructor AI

Constructor

Overview
Rating
—
—
Category
Developer Tools
Developer Tools
Subcategory
AI E-Commerce Personalisation and Product Recommendations
AI Product Discovery and Search for E-Commerce
Company
Nosto
Constructor
Status
Active
Active
Launch year
2022
2022
Tags
e-commerceaipersonalisationrecommendationssearchmerchandising
e-commerceaisearchdiscoverypersonalisationmerchandising
Pricing
Starting price
FreeBest value
Free
Pricing model
Subscription
Enterprise
Free plan
No
No
Free trial
✓
✓
Pricing notes

Annual subscription. Per-revenue-share or per-request pricing. Demo available.

Enterprise licensing. Revenue-based pricing. Demo available.

Capabilities
Best for
AI product recommendations for e-commerce conversionCategory merchandising optimisationPersonalised search for e-commerceContent and banner personalisationE-commerce revenue optimisation
AI search optimised for business conversion metricsCategory browse personalisationGuided product discovery quizzesE-commerce merchandising AIRevenue-per-session optimisation
Target audience
E-commerce merchandising and marketing teamsConversion rate optimisation managersE-commerce technology leadersDigital marketing managersD2C and marketplace sellers
Enterprise e-commerce merchandising teamsE-commerce technology leadersDigital commerce product managersConversion optimisation leadersLarge-catalogue retailers
AI type
ML Platform
ML Platform
Modalities
Data
Data
Technical
Model provider
Nosto
Constructor
Model names
—
—
API available
✕
✕
Open source
✕
✕
Deployment
SaaS
SaaS
Platforms
WebAPI
WebAPI
Integrations
ShopifySalesforce Commerce CloudMagentoBigCommerceKlaviyoAPI
ShopifySalesforce Commerce CloudMagentoBigCommerceAPI
Team collaboration
✓
✓
Trust & security
Security

SOC 2 Type II. ISO 27001. GDPR compliant. Enterprise data handling agreements.

SOC 2 Type II. ISO 27001. GDPR compliant. Enterprise data handling agreements.

Privacy notes

Shopper behaviour and product data processed on Nosto cloud. Review data handling for personalisation data and GDPR consent requirements.

Shopper behaviour and search data processed on Constructor cloud. Review data handling for personalisation data and search query data.

Verdict
Pros
  • Ace Hardware, Dermalogica, and Gymshark validate across hardware, beauty, and fitness e-commerce
  • AI product recommendations directly improve the highest-conversion touchpoints on e-commerce sites
  • Native Shopify, SFCC, and Magento integrations deploy without custom development investment
  • Category merchandising AI reduces manual merchandising time while improving product ranking performance
  • Sephora, Backcountry, and Carhartt validate across beauty, outdoor, and workwear retail
  • Business metric optimisation (not just relevance) aligns search ranking with retailer commercial goals
  • AI continuously learns from conversion data — improving which products surface for which queries over time
  • Quizzes and Product Finders provide guided discovery for large-catalogue retailers with complex assortments
Cons
  • Annual subscription pricing for e-commerce businesses with significant traffic and revenue
  • Personalisation value depends on data volume — newer or lower-traffic stores have less personalisation signal
  • Competing with Bloomreach (rank 699), Constructor (rank 739), and Dynamic Yield for e-commerce personalisation
  • Enterprise-only pricing for retailers with significant traffic and product catalogue depth
  • Business metric optimisation requires measurable baseline and A/B testing — ROI validation requires time
  • Competing with Bloomreach (rank 699), Nosto (rank 738), and Algolia (covered) for e-commerce search and discovery
Details

Technical & deployment info

Key facts about model providers, platforms, and team support.

Model Provider

Nosto

Platforms

Web, API

Deployment

SaaS

Integrations

Shopify, Salesforce Commerce Cloud, Magento, BigCommerce, Klaviyo, API

Team Collaboration

Yes

Launch Year

2022

Trust

Security & privacy

Compliance signals and data-handling notes as reported by the vendor.

SOC 2 Type II. ISO 27001. GDPR compliant. Enterprise data handling agreements.

Shopper behaviour and product data processed on Nosto cloud. Review data handling for personalisation data and GDPR consent requirements.

Reviews

What users are saying

Verified reviews from signed-in users, stored in the backend and averaged into this tool's rating.

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FAQ

Common questions about Nosto AI

Demo available. Annual subscription — contact Nosto's team.

Editorial Verdict

Should you use Nosto AI?

Nosto is a strong AI e-commerce personalisation platform for online retailers wanting AI product recommendations, category merchandising, and personalised search without significant custom development investment.

Last verified July 24, 2026.

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