Retail Data Annotation Services
Retail Annotation Examples
Some of the world’s leading companies are already leveraging retail data annotation to gain a competitive edge and deliver exceptional customer experiences.
What We Offer
Mindy Support can help you unlock the full potential of your AI projects with our high-quality retail annotation services, ensuring precise and reliable training data for superior model performance. This includes services like:
Engine Search Evaluation
- Evaluating the relevance of customer search results for various products and which products are shown on the website or store interactive dashboards
- Interpreting the users’ search intent and label the search results according to whether they satisfy that intent (ex. navigational, informal, informational etc.)
- Assessing the quality of the content produced by the search results which involves checking if the content is trustworthy, comprehensive, and well-written
NLP for Sentiment Analysis
- Text processing to clean and structure the text by breaking it down into individual words and phrases.
- Sentiment classification which uses predefined rules or lexicons to classify the text.
- Context understanding with methods such as part of speech tagging (POS), named entity recognition, dependency parsing and other techniques.
OCR Annotation
- Annotating text within images, such as product labels, receipts, and in-store signage. Enables digital cataloging, automated data entry, and improved customer service tools.
- Text Transcription where we type out the exact text present in each detected region, which serves as the ground truth for the OCR system
- Bounding box annotation – Manually label each text region, drawing boxes around words, lines, or paragraphs, depending on the granularity required. Each bounding box is associated with the actual text it contains.
Entity Annotation for Product Recommendations
- Annotating entities in product descriptions, customer queries, and transaction data. This facilitates better product recommendations, search accuracy, and personalized shopping experiences.
- Tagging the identified entities in the text to provide structured data that helps recommendation engines product relationships and user preferences.
- Annotating product attributes such as price, color, size or technical specifications that are important for product recommendations.
Video Annotation for In-Store Analytics
- Annotating video footage to track customer movements, shelf engagement, and product interactions in stores. Used for optimizing store layouts, improving product placements, and enhancing customer experiences.
- Action and event annotation to assist with things like the implementation of anti-theft solution in the stores, product restocking and transitions at checkout.
- Zone and area annotation within the store such as checkout areas, product aisles, promotional displays, entrance and exit zones, etc.
Try On
- Pose detection by labeling keypoints on the human body (e.g., shoulders, elbows, knees) to capture the posture and body movements of customers as they try on items.
- Object and apparel detection by labeling different types of clothing items (e.g., shirts, pants, shoes, accessories) being tried on by customers.
- Movement tracking – Labeling movements like spinning, bending, or adjusting clothing to see how the item fits during different activities
Industries We Serve
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Our Global Presence
Global recruitment options enable companies to tap into multilingual teams for their Data Annotation for LLM and Customer Support services. Our extensive language services empower businesses to efficiently handle data and convey messages worldwide, transcending cultural and time zone barriers.
Case Studies
Our clients
Our Customers Say
Guilia M
Anyline, Austria
Thanks to Mindy Support, the client has been able to deliver multiple custom-made mobile OCR scanning solutions on time. They have been thorough and quick to respond with clear communication. Their most impressive feat has been creating solutions within hours.
Dr Henning Lategahn
Atlatec GmbH, Germany
We have been working with Mindy for some time now. They support our teams in Germany with 3D map building work. Their work is invaluable and helps us to deliver on time, within budget, and with quality. They are part of the team now. Thanks, Mindy.
Nick D.
Viu More, Belgium
Thanks to Mindy Support, the client has created an effective model that enables them to differentiate various types of waste. As a result, they've managed to annotate over 1,000 images within two weeks. The team is easy to work with — they're receptive to feedback, personable, and communicative.
Emma Schuster
Sweatcoin, United Kingdom
Mindy Support mastered the role quickly and they meet all of the client's needs. They proactively seek feedback and are very responsive. Exhibiting great project management skills, they provide great service and have an effective workflow. Always available, the team is always on hand if needed.
Antoine S.
Kili Technology
The client has been pleased with Mindy Support's performance. The quality of their annotation and their speed of work have been impressive. Responsive and organized, they facilitate a seamless workflow, which encourages long-term partnership.
Tyler M.
Superb AI
The most impressive aspect of Mindy Support is their ability to combine speed with precision, all while maintaining cost efficiency. Their adeptness at quickly assimilating project requirements and delivering quality annotations within stringent deadlines is commendable and has been instrumental in our projects' success.
Rene Boiler
OnRecruit, Netherlands
In our experience, Mindy Support offers a high return on investment. Many successful meetings with potential clients were won solely on the work they completed. On a personal note, it was a pleasure working with Tetiana and Evgenia, and certainly should we require their expertise in the future, Mindy Support will be the first business we speak to.
Alex C.
YieldSystems
Mindy Support boasted more than 95% accuracy in data annotation, allowing them to flawlessly and efficiently execute their tasks. A dependable partner, they communicated effectively and remained punctual throughout. They provided accurate and cost-effective solutions for the client's software needs.
Let’s Expand with Mindy!
We have a minimum threshold for starting any new project, which is 735 productive man-hours a month (equivalent to 5 graphic annotators working on the task monthly).