Annotation
Retail & Ecommerce

AI annotation for retail & ecommerce

Complete image annotation solutions for retail AI: product recognition, visual search, shelf analytics, and customer insights. Power your retail vision models with precision-labeled training data.

  • Product Recognition
  • Visual Search
  • Shelf Analytics
TRUSTED BY LEADING RETAIL BRANDS
Amazon
Walmart
Target
Alibaba
Shopify
eBay

Annotation Services

Complete retail annotation solutions

Specialized labeling services for every retail and ecommerce AI application

Product Categorization

Precise and for product images across categories, brands, and SKUs.

  • Multi-class product labeling
  • Brand & SKU identification
  • Hierarchical taxonomy
Visual Search

Advanced and feature annotation for visual search engines and recommendation systems.

  • Image similarity training
  • Visual attribute tagging
  • Style & pattern recognition
Shelf Analytics

Detailed shelf image annotation for planogram compliance, out-of-stock detection, and share-of-shelf analysis.

  • Product placement tracking
  • Planogram compliance
  • Stock level monitoring
Fashion Attribute Tagging

Comprehensive attribute labeling for fashion items including color, pattern, style, material, and garment details.

  • Color & pattern tagging
  • Style classification
  • Material identification
SKU Detection

High-precision SKU-level annotation for inventory tracking, automated checkout, and warehouse management systems.

  • Barcode & QR detection
  • Product variant tagging
  • Package recognition
Customer Behavior Analysis

Video annotation for customer journey tracking, heatmap generation, and in-store behavior analytics.

  • Foot traffic tracking
  • Dwell time analysis
  • Interaction detection

Our Process

How retail annotation works

A streamlined workflow built specifically for retail and ecommerce data pipelines

STEP 1

Upload Product Data

Securely upload product images, shelf photos, or customer videos through our retail-optimized platform

STEP 2

Define Taxonomy

Specify product categories, attributes, and annotation requirements specific to your retail use case

STEP 3

Expert Labeling

Retail-specialized annotators label your data with domain expertise in products and commerce

STEP 4

QA & Delivery

Rigorous quality validation before delivering labeled data in your preferred format

Trusted by leading retail brands

Industry-leading accuracy for retail and ecommerce datasets

50M+

Products annotated

99.5%

Annotation accuracy

24hrs

Average turnaround

200+

Retail clients served

Use Cases

Retail annotation use cases

Supporting every aspect of retail and ecommerce AI development

Product Recognition

Automated product identification

Inventory Management

Real-time stock monitoring

Visual Merchandising

Planogram compliance checking

Customer Analytics

Behavior & journey tracking

Image-based product discovery

Image-based product discovery

Smart Checkout

Automated payment systems

Fashion AI

Style recommendation engines

Shelf Intelligence

Share-of-shelf analysis

Ready to power your retail AI?

Get started with professional retail annotation services. Fast delivery, enterprise security, and guaranteed accuracy.

Retail & Ecommerce Annotation FAQs

Common questions about our retail annotation services

We annotate all types of retail imagery including product catalogs, shelf photos, fashion lookbooks, warehouse images, in-store cameras, customer-uploaded photos, and packaging. We support both ecommerce and brick-and-mortar retail use cases across all product categories.

Our retail annotation achieves 99.5% accuracy with domain-specialized annotators who understand product taxonomy, brand guidelines, and industry standards. Every annotation is verified by retail experts and validated against your specific catalog requirements.

Yes, we specialize in large-scale retail annotation projects. Our platform supports hierarchical taxonomies, custom SKU databases, and bulk processing. We’ve successfully annotated catalogs with over 100,000+ products for major retailers and ecommerce platforms.

We provide comprehensive fashion attribute tagging including color (primary and accent), pattern (solid, striped, floral, etc.), style (casual, formal, vintage), material (cotton, silk, denim), fit (slim, regular, oversized), sleeve length, neckline, occasion, season, and detailed garment-specific features. Custom attribute taxonomies are also supported.

Absolutely. Our shelf analytics annotation includes product placement mapping, facing counts, share-of-shelf measurements, out-of-stock detection, planogram compliance verification, price tag recognition, and promotional display identification. We work with major CPG brands and retailers for in-store execution monitoring.

We export to industry-standard formats including COCO JSON, Pascal VOC, YOLO, CSV for attributes, and custom JSON/XML schemas. Our platform also supports direct API integration with ecommerce platforms, PIM systems, and ML training pipelines for seamless data flow.