Retail Image Annotation Services for Product Recognition, Shelf Intelligence, and Merchandising Analytics

Retail Image Annotation Services

Retail Image Annotation Services

Product recognition and shelf analytics depend on high quality annotated images. AI systems trained on labeled images can detect products, classify SKUs, measure shelf availability, validate planograms, and analyze merchandising performance.DataVLab provides retail image annotation services for FMCG brands, retail analytics platforms, autonomous store technology providers, and operations teams. Our annotators follow SKU guidelines, shelf zoning rules, category structures, and merchandising standards.We support product detection, SKU labeling, segmentation, price tag annotation, shelf zoning, out of stock detection, compliance checks, and display analysis.Quality control includes SKU consistency checks, multi stage review, geometry validation, and cross image consistency monitoring.

High precision SKU and product annotation for shelf intelligence workflows.

Support for planogram validation, brand block segmentation, and shelf compliance systems.

Consistent quality control adapted to dense product images and complex layouts.

How DataVLab Supports Retail Image and Merchandising AI

We provide structured image annotation workflows to support product recognition and shelf analytics.

SKU Level Product Annotation

SKU Level Product Annotation

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Bounding boxes and segmentation

We annotate individual products at SKU level with high precision.

Shelf Condition Labeling

Shelf Condition Labeling

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Detecting out of stock events

We label empty spaces, low stock, and shelf gaps.

Planogram Compliance

Planogram Compliance

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Evaluating shelf layout

We annotate brand blocks, shelf sections, and promotional areas.

Price Label Annotation

Price Label Annotation

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Supporting pricing intelligence

We annotate price tags, promotions, and digital labels.

Misplaced Product Detection

Misplaced Product Detection

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Finding incorrect placements

We identify products positioned outside their correct zones.

Robot and Audit Image Annotation

Robot and Audit Image Annotation

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Supporting automated retail audits

We annotate high resolution images captured by retail robots.

Discover How Our Process Works

1

Defining Project

We analyze your project scope, objectives, and dataset to determine the best annotation approach.
2

Sampling & Calibration

We conduct small-scale annotations to refine guidelines, ensuring consistency and accuracy before scaling.
3

Annotation

Our expert annotators apply high-quality labels to your data using the most suitable annotation techniques.
4

Review & Assurance

Each dataset undergoes rigorous quality control to ensure precision and alignment with project specifications.
5

Delivery

We provide the fully annotated dataset in your preferred format, ready for seamless AI model integration.

Explore Industry Applications

We provide solutions to different industries, ensuring high-quality annotations tailored to your specific needs.

Upgrade your AI's performance

We provide high-quality annotation services to 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.

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Up to 10x Faster
Scalable for teams
AI-Assisted
Up to 10x Faster
Scalable for teams
AI-Assisted
Up to 10x Faster
Scalable for teams
AI-Assisted
Up to 10x Faster
Scalable for teams
AI-Assisted
Unlock Your AI Potential Today

We are here to assist in providing high-quality data annotation services and improve your AI's performances