Retail & In-Store Analytics
Shelf monitoring, customer movement analysis, product detection & in store retail AI
AI and Computer Vision for Retail and In-Store Intelligence
Retailers and consumer brands increasingly rely on AI to understand customer behavior, optimize store operations, and ensure accurate shelf execution. Computer vision supports tasks such as product detection, shelf condition monitoring, customer flow analysis, and queue management. These applications require detailed and consistent annotated datasets that reflect real store conditions, lighting variations, and diverse product layouts.
DataVLab provides specialized data labeling for in store analytics, including product recognition, shelf segmentation, stock level detection, customer tracking, and planogram compliance. Our annotation workflows support multi camera setups, high density product arrangements, and continuous video streams from retail environments.
We help retailers and technology providers develop AI systems that improve merchandising accuracy, reduce operational costs, and deliver better in store experiences for customers.
Product and Shelf Detection
Bounding boxes and segmentation for products, shelves, empty spaces, and misplaced items to support shelf intelligence and planogram validation
Customer Flow and Movement Tracking
Annotation of customer paths, dwell time, walking patterns, and interactions to support behavior analysis and store layout optimization
Stock Level and Restocking Analysis
Labeling of product facings, low stock zones, and out of stock events to support automated replenishment systems
Checkout and Queue Monitoring
Tracking of customer lines, cashier activity, and wait times to improve operational efficiency and customer experience
Shopping Cart and Basket Detection
Annotation of carts, baskets, and objects carried by customers for behavior modeling and movement analysis
Multi Camera Synchronization for Store Analytics
Consistent IDs across multiple camera views to support full store movement tracking and advanced analytics systems
Annotation & Labeling for AI
Unlock the full potential of your AI application with our expert data labeling tech. We ensure high-quality annotations that accelerate your project timelines.
Enhance Computer Vision
with Accurate Image Labeling
Precise labeling for computer vision models, including bounding boxes, polygons, and segmentation.
Unleashing the Potential
of Dynamic Data
Frame-by-frame tracking and object recognition for dynamic AI applications.
Building the Next
Dimension of AI
Advanced point cloud and LiDAR annotation for autonomous systems and spatial AI.
Tailored Solutions for Unique Challenges
Tailor-made annotation workflows for unique AI challenges across industries.
NLP & Text Annotation
Get your data labeled in record time.
GenAI & LLM Solutions
Our team is here to assist you anytime.
Retail Data Annotation Services
High accuracy annotation for retail images and videos, supporting shelf monitoring, product recognition, people flow analysis, and store operations intelligence.
Retail Image Annotation Services
High accuracy annotation for retail product images, shelf photos, planogram audits, and merchandising scans.
Retail Video Annotation Services
High accuracy annotation of in store video feeds for shopper tracking, queue detection, planogram monitoring, and retail operations optimization.
Video Annotation
Video annotation services and video labeling for AI teams. DataVLab supports object tracking, action and event labeling, temporal segmentation, frame-by-frame annotation, and sequence QA for scalable model training data.
We provide high-quality data annotation services and improve your AI's performances
Custom service offering
Up to 10x Faster
Accelerate your AI training with high-speed annotation workflows that outperform traditional processes.
AI-Assisted
Seamless integration of manual expertise and automated precision for superior annotation quality.
Advanced QA
Tailor-made quality control protocols to ensure error-free annotations on a per-project basis.
Highly-specialized
Work with industry-trained annotators who bring domain-specific knowledge to every dataset.
Ethical Outsourcing
Fair working conditions and transparent processes to ensure responsible and high-quality data labeling.
Proven Expertise
A track record of success across multiple industries, delivering reliable and effective AI training data.
Scalable Solutions
Tailored workflows designed to scale with your project’s needs, from small datasets to enterprise-level AI models.
Global Team
A worldwide network of skilled annotators and AI specialists dedicated to precision and excellence.
Potential Today
We provide high-quality data annotation services and improve your AI's performances
Blog & Resources
Explore our latest articles and insights on Data Annotation
