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Comparisons7 min readMarch 25, 2026

Depict vs Nosto for fashion and lifestyle brands

If you're a fashion ecommerce manager looking for a solution that better addresses your unique needs, here's why you might want to consider Depict.

By Alex Hamben

Why Consider an Alternative to Nosto?

While Nosto has established itself as a personalization platform for ecommerce with its AI-powered recommendations and merchandising capabilities, fashion and lifestyle brands often find themselves facing specific challenges that require more specialized solutions.

Nosto offers a comprehensive suite combining personalization, merchandising, search, and UGC. Fashion retailers choosing between a broad suite and a focused merchandising product should weigh how much of the collection page they want to shape by hand.

If you're a fashion ecommerce manager looking for a solution that better addresses your unique needs, here's why you might want to consider Depict as an alternative.

Key Differences: Depict vs Nosto

While both platforms aim to improve the shopping experience and boost conversions, there are fundamental differences in how they approach fashion merchandising:

Feature Depict.ai Nosto
Industry Focus Built for brand-led merchants in fashion, lifestyle and beyond General ecommerce solution across various industries
Visual Merchandising Drag and drop, content cards with image and video, and on Shopify a chosen image per collection and repeated products Category merchandising with a drag-and-drop editor, pinning and weighted rules, as one module in a wider suite
Search Capabilities Hybrid search that finds products by meaning, with keyword matching alongside, so a shopper's own words, typos and synonyms land on the right products Nosto AI Search, announced October 29, 2026, with hybrid vector search available now (checked November 2026)
Filtering System Filters and facets you choose and put in order, by size, color, price and category, and they follow your merchandising rules Facets set up in the Nosto dashboard, with AI suggestions
Products and Platforms Visual merchandising, search and recommendations in one Shopify app, also on Centra and headless, and compatible with Salesforce Commerce Cloud through the API Personalization, search, category merchandising, recommendations and UGC as modules, with extensions for Shopify, Magento, Shopware, PrestaShop, BigCommerce and Salesforce
Setup on Shopify Installs from the App Store with public prices, a free tier and a seven-day trial. Live within hours, not weeks Code-free Shopify install, and qualified merchants start with a proof of concept arranged with its team
Content Integration Content cards with image, video and text in the grid UGC and content personalization in the wider suite

Visual Merchandising Capabilities

For fashion brands, visual presentation is everything, and Depict is built around it.

Depict's Fashion-First Approach

Depict is built for brand-led merchants in fashion, lifestyle and beyond. Our visual UI lets merchandisers:

  • Create Content Cards. Add custom-size image, video and text tiles directly into collection pages
  • Image Selector. On Shopify, choose the product image view (front, back, model, detail) for each collection
  • Duplicate Products. On Shopify, feature the same product twice in one collection with different images to tell a complete style story
  • Visual Storytelling. Build collection pages with your own images, video and copy in the grid, so they carry your brand identity
  • Pins and Rules. Drag a product to any position and it stays, while boost and bury rules hold across every collection

Nosto's Category Merchandising

Nosto's category merchandising is one module in a wider suite. Its product page and help center describe:

  • A drag-and-drop editor and pinning
  • Weighted sorting rules, including inventory and return-rate signals
  • Segment targeting and rule scheduling
  • Built-in A/B testing

Search & Discovery Experience

The way customers discover products is fundamentally different in fashion compared to other ecommerce categories. Fashion shoppers often browse with less specific intent, using descriptive and contextual language.

Depict Search Finds Products by Meaning

Depict's hybrid search finds products by meaning, with keyword matching alongside:

  • Natural Auto-Correct. Understands misspellings of fashion terminology and brand names
  • Deep Contextual Synonyms. Recognizes that "evening wear" and "cocktail attire" might be related searches
  • Plain Descriptions. Shoppers type in their own words, with typos, plurals or a plain description, and search finds the right products with nothing to set up
  • Filters and Facets. You choose which filters show and in what order, by size, color, price and category, and filters follow your merchandising rules

Nosto AI Search

Nosto announced Nosto AI Search on October 29, 2026 (checked November 2026):

  • Hybrid vector search, available now, which its docs describe as taking over from keyword search on poor-performing or zero-result queries
  • Attribute recognition, query refinements and AI summaries, listed as coming soon
  • AI Mode with a Discovery Agent, in early access
  • Synonyms and facets set up in the Nosto dashboard, with AI suggestions for both

Ease of Implementation

Getting your merchandising solution up and running quickly is crucial for fashion retailers, especially with seasonal collections and frequent inventory changes.

Depict Goes Live Within Hours, Not Weeks

  • Visual merchandising, search and recommendations in one Shopify app, one install
  • On Shopify the install itself takes minutes, and the first useful collections take a few hours
  • Intuitive interface that fashion merchandisers can use without technical expertise
  • Multi-store sync copies collection order, pins, rules and publish status from your main Shopify store to the others, on the Custom plan
  • Depict also runs on Centra, through a setup wizard, and on headless storefronts, through the API and SDKs, and works with Salesforce Commerce Cloud through the API

Nosto's Setup

  • Code-free Shopify install on Online Store 2.0 themes, using app embeds and blocks in the theme editor
  • Qualified merchants start with a proof of concept arranged with its team, instead of a self-serve trial

Customer Success Stories

Don't just take our word for it - here's what fashion brands have to say about Depict:

"Since we started using Depict, we've been able to design and launch more visually appealing and dynamic collection pages, thanks to the intuitive content card and item duplication features. The ability to choose different image views for each collection page has been incredibly valuable, allowing us to present products in varied ways that have boosted conversions on specific items." - Nanushka (UK)
"Depict has been a game changer for merchandising collections and gathering product-specific data that Shopify alone can't provide. It was seamless to integrate and easy to use. Their all-in-one visual merchandising tool gives us the ability to automate and add storytelling elements to collections quickly, giving back countless hours to focus on other business needs." - At Present (US)

Pricing Considerations

Depict's prices are public. Nosto publishes no prices and charges a base platform fee plus a fee on your store's volume, with AI capabilities in every module at no extra cost (both checked November 2026). Here is what Depict costs:

  • Merchandising or search starts at $190 a month up to 50,000 sessions, or $152 a month billed annually
  • Recommendations start at $110 a month up to 50,000 sessions, or $88 a month billed annually
  • Merchandising is free for up to three collections, and paid plans come with a seven-day trial
  • Every plan includes every feature. Multi-market and multi-store run on the Custom plan, which our team switches on for your store

Is Depict Right for Your Fashion Brand?

Depict is the ideal choice for fashion and lifestyle brands that:

  • Want collection pages built with their own images, video and copy in the grid
  • Want search that understands shoppers' own words, with nothing to set up
  • Value both brand storytelling and performance metrics
  • Are looking to save time on merchandising without losing creative control
  • Want visual merchandising, search and recommendations in one product

Conclusion: The Fashion-First Alternative to Nosto

Depict is a strong fit if visual storytelling on your collection pages is the priority, with content cards, rules that hold across every collection and, on Shopify, a chosen image per collection. Nosto covers more ground across personalization and UGC, and Depict is the focused choice for merchandising, search and recommendations.

For fashion ecommerce managers who want to showcase their products in the most visually compelling way possible, Depict offers the specialized tools to do it.

Ready to see how Depict can transform your fashion collections? Book a demo today and experience the difference a fashion-first approach can make.

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