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Visura – AI Visual Search & Personalized Shopping

AI visual search & personalized shopping

AI-powered retail experience — snap or upload a photo to find visually similar products via CLIP embeddings and vector search; personalized homepage tuned to each shopper's taste profile; conversational AI shopping assistant for fit and styling questions; smart bundles and 'complete the look' at PDP and cart to lift AOV. Built in 10 weeks.

Retail & E-commerceAIRetail & E-commerceVisual SearchShopifyMobile AppMVP · 10 weeksMVP · 10 weeks4 engineers2024
Visura – AI Visual Search & Personalized Shopping screenshot 1
Visura – AI Visual Search & Personalized Shopping screenshot 2
Visura – AI Visual Search & Personalized Shopping screenshot 3
Visura – AI Visual Search & Personalized Shopping screenshot 4

Keyword search fails fashion: shoppers can't describe what they want, and generic recommendations convert poorly for everyone. GroveTech built Visura in 10 weeks for a European D2C fashion brand — a mobile-first AI layer on top of their Shopify store that lets shoppers search by photo, get a homepage tuned to their taste, chat with an AI stylist, and build complete outfits at the cart. PDP add-to-cart rate climbed 22% in the first month.

About the Project

Shop the way people actually think — not with keywords.

!

The Problem

  • Shoppers can't describe what they want — keyword search fails when the intent is visual.
  • Generic recommendations look identical for every visitor and convert poorly.
  • Product-question support tickets ('Will this fit me?', 'What goes with this?') clog the helpdesk.
  • Fashion return rates stay high because shoppers can't assess style fit from static PDPs.
✓

Our Solution

  • Visual search via CLIP embeddings: upload a photo, find visually similar products in under a second.
  • Personalized homepage and PDP built on a per-shopper vector profile updated from every interaction.
  • AI shopping assistant answers fit, pairing, and product questions 24/7 with real inventory context.
  • Smart bundles and 'complete the look' at PDP and cart to lift AOV without catalog-wide discounts.
Tech Stack

Built on a solid, integration-first foundation.

Visual Search Pipeline
From photo to personalized result in under a second
Step 1
U
Upload
Photo
Step 2
E
Embed
Vectorize
Step 3
S
Search
Pinecone
Step 4
Ranked
GPT-4
Step 5
S
Served
Per shopper
Next.js
React Native
Node.js
FastAPI
C
CLIP
GPT-4
Pinecone
pgvector
PostgreSQL
Redis
Shopify
AWS
Docker
Key Features & Product Screens

A look inside the Visura platform.

4 core workflows — built to run automatically, end to end.

Visual Search
01

Visual Search

Snap or upload a photo; Visura returns the most visually similar products across the catalog — color, pattern, silhouette, and style all considered.

Personalized Recommendations
02

Personalized Recommendations

Homepage, PDP, and email all tune to each shopper's taste — built on a private vector profile updated from every click, save, and purchase.

AI Shopping Assistant
03

AI Shopping Assistant

A conversational stylist answers product, size, and pairing questions with real inventory — cutting support tickets and lifting conversion.

Smart Bundles & Cross-sell
04

Smart Bundles & Cross-sell

At the PDP and cart, Visura suggests complete outfits from real inventory — lifting average order value without discounting across the catalog.

Results & Impact

Numbers from post-launch.

+22%
PDP Add-to-cart Rate
+14%
Average Order Value
#1
Most-used Feature: Find Similar
10 wks
MVP Delivery
Phase 2 · Planned

What's coming next on the roadmap.

+Video-based Visual Search+Social Proof Feed (user-styled looks)+Size & Fit AI (body measurements)+BigCommerce & WooCommerce Connectors+Trend Forecasting Dashboard+Affiliate & Influencer Look Builder
Client Feedback

What our client had to say.

"

We wanted our site to feel as personal as a great in-store stylist. Visura got us closer than we thought possible. Our PDP add-to-cart rate jumped 22%, average order value is up 14%, and "find similar" has become one of our most-used features. Shoppers tell us it finally feels like the site knows them.

NS

Nadia Sørensen

Head of Digital · [D2C fashion brand under NDA · EU]

Let's Build Together

Have a similar challenge to automate away?

Whether it's onboarding, approvals, document workflows, or any repetitive process living in email threads today — GroveTech ships production-ready MVPs in 10–14 weeks.

✓+22% PDP add-to-cart rate✓+14% average order value✓"Find similar" became the most-used feature
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