Visual Intelligence for Retail AI

High-volume product image annotation and retail data to power visual search, automated checkout, and inventory AI. Transform the shopper experience.

Industry Overview

From visual search to automated checkout, AI is transforming retail. Dserve AI provides massive, high-quality data to train computer vision and recommendation models for the world's leading e-commerce and retail brands.

AI Challenges

Retail AI requires massive volume. Training a visual search engine requires millions of precisely labeled clothing items, while cashier-less checkout models need complex multi-camera tracking of shoppers and inventory.

Dserve AI Solutions

We deploy large-scale crowds to annotate product catalogs, perform semantic segmentation on fashion imagery, and track items across CCTV feeds. We provide the scale required to train robust retail computer vision models.

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High-Impact AI Use Cases

Discover how our specialized data solutions power state-of-the-art models and drive measurable outcomes across real-world domain projects.

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Visual Search & Discovery

Polygonal segmentation of clothing items to allow users to search for products using their camera.

Specialized annotation pipeline designed for enterprise scale and accuracy.

Retail data annotationProduct image annotationShelf image data
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Cashierless Checkout

Tracking customer hands and products in real-time across multiple overhead camera feeds.

Specialized annotation pipeline designed for enterprise scale and accuracy.

Retail data annotationProduct image annotationShelf image data
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Automated Inventory Management

Bounding box annotation of retail shelves to train AI to detect out-of-stock or misplaced items.

Specialized annotation pipeline designed for enterprise scale and accuracy.

Retail data annotationProduct image annotationShelf image data

Specialized Expertise

  • Product categorization & tagging
  • Fashion & apparel semantic segmentation
  • Shelf monitoring & inventory bounding boxes
  • Cashierless checkout video tracking
  • Customer support NLP data

Why Choose Us

We can scale our annotation workforce to thousands of contributors in days, allowing us to process massive retail catalogs and seasonal inventory updates with lightning speed.

How quickly can you scale for a large catalog update?

We can ramp up a trained workforce of hundreds of annotators within 48 hours to handle sudden influxes of retail data.

Can you annotate fine details like clothing textures and patterns?

Yes, our teams perform high-granularity semantic segmentation, tagging specific attributes like sleeve length, fabric type, and patterns.

Do you handle 3D point cloud data for retail mapping?

Yes, we annotate LiDAR and 3D data used by robots for automated store mapping and inventory scanning.

Can you provide localized relevance ranking for search?

Yes, our global crowd evaluates e-commerce search results to ensure local cultural relevance for global brands.

Ready to Accelerate Your AI?

Talk to our E-Commerce & Retail data experts and start your custom pilot project today.

Talk to an AI Data Expert