Data Annotation Services
for AI and Machine Learning
Somya Translators provides Data Annotation Services for text, image, audio, and video data used to train and evaluate AI and machine learning models. We work with AI teams, ML engineers, and businesses building NLP, computer vision, and speech recognition systems that need accurately labelled training data.
Projects usually start with a short consultation call, where we review your data type, volume, label schema, and timeline, followed by a pilot batch to confirm annotation guidelines before full-scale work begins.
To request a quote, share your dataset details, including format, volume, and label requirements, and we will send you a quote and timeline.
What Are Data Annotation Services?

Data annotation is the process of labelling or tagging raw data, text, images, audio, or video so that machine learning models can learn to recognize patterns in it. This labelled data is what supervised learning models are trained and evaluated on; without it, a model has no structured reference for what it’s supposed to learn.
Labelling and annotation are often interchangeable. Labelling typically refers to simple classification (tagging an image as “cat” or “dog”), while annotation can include more detailed contextual information (marking sentiment, intent, or object boundaries).
Both are foundational steps in preparing a dataset for AI model training.
An expert data labeling company in India offers much more than basic tagging; it provides domain-specific annotation workflows, strict quality control, and scalable delivery options that prepare your AI training data for production-ready performance.
We specialize in providing accurate, human-led annotations across different industries, such as healthcare, finance, automotive, and e-commerce, ensuring that all data is clean, structured, relevant, and ML-ready.
Text Annotation Services for AI and NLP
Named Entity Recognition (NER) and Entity Tagging
- Input: Raw text documents, articles, or transcripts.
- Labels applied: Tags identifying names of people, organizations, locations, dates, and other defined entity types.
- Output: Text with entities marked and categorized, typically delivered in JSON or CoNLL format.
- Used for: Search engines, legal document automation, and information extraction systems.
Sentiment Analysis and Intent Classification
- Input: Customer reviews, support tickets, social media posts, or chat logs.
- Labels applied: Sentiment categories (positive, negative, neutral) or intent categories specific to your use case (e.g., “complaint,” “enquiry,” “purchase intent”).
- Output: Labelled text data mapped to sentiment or intent classes.
- Used for: Customer support automation, social media monitoring, and brand sentiment tracking.
Text Classification or Topic Labelling
- Input: Documents, articles, or user-generated content.
- Labels applied: Part-of-speech tags, syntactic structure, or language-specific grammatical annotations, depending on project needs.
- Output: Linguistically annotated text suited to the target language’s structure.
- Used for: Multilingual NLP model training and language-specific text processing systems.
Text Annotation for Chatbots and Large Language Models
- Input: Conversational data, query-response pairs, or prompt-completion sets.
- Labels applied: Intent labels, response quality ratings, or conversational turn annotations, depending on the project.
- Output: Structured conversational datasets for fine-tuning or evaluation.
- Used for: Chatbot training, conversational AI development, and LLM fine-tuning datasets.
We scope each text annotation project individually based on your label schema. If a specific text annotation task isn’t listed here, share your requirements with us, and we can have a consultation call regarding that.
Image Annotation Services for Computer Vision
Bounding Box Annotation
Rectangular boxes drawn around objects of interest in an image, marking their location and class. Commonly used for object detection models in retail, security, and general-purpose computer vision projects.
Polygon Annotation and Semantic Segmentation
Pixel-level or shape-precise outlining of objects, used when object boundaries are irregular or when a model needs to distinguish between overlapping or closely positioned objects. Commonly used in autonomous vehicle training and medical imaging.
Image Classification and Object Detection
Whole-image or region-based labelling, where images are tagged with one or more category labels, or specific objects within an image are both located and classified.

Image Annotation for Retail, Automotive, and Healthcare
Retail
Product tagging for visual search and recommendation systems.
Automotive
Road scene labelling, including pedestrians, vehicles, and traffic signals, for autonomous driving systems.
Healthcare
Annotation of diagnostic images, where supported by appropriately trained annotators.
Image Annotation Formats and Deliverables
We deliver annotated image datasets in common formats, including COCO, Pascal VOC, YOLO, and custom JSON structures depending on your model’s requirements. You simply have to let us know your preferred format when requesting a quote.
Audio Annotation Services
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As a trusted data labeling company in India, Somya Translators provides an extensive range of annotation services for different AI applications. Our solutions are designed for precision, scalability, and thorough industry compliance.
Our specialized data annotation services include:
We follow a systematic, high-quality annotation workflow to ensure consistency, accuracy, and scalability.
Our process includes:
- Data Ingestion: We securely collect and format raw data across different types of content (text, image, audio, and video).
- Annotation Team Setup: We set up an expert team that configures the task type, bounding box annotation, entity tagging, sentiment labeling, etc., using industry-grade tools and guidelines.
- Human-Led Annotation: Native linguists and data experts annotate the data, backed by secure workflow infrastructure and QA.
- Review and Validation: We conduct multiple levels of quality checks to ensure annotated data meets accuracy expectations and is delivery-ready.
- Delivery and Feedback: We deliver your AI training data in the required format and provide room for iteration based on client feedback.

As a leading data annotation service provider, we aim to offer a comprehensive environment and total satisfaction to our clients. Hence, we don’t limit our services to one language but extend them to 200+ global languages.
Some of them are:
Benefits of Outsourcing Data Annotation to Us
As an ISO 17100:2015-certified linguistic company, globally acclaimed for its data annotation services, we work with several companies from different regions. Our 16+ years of professional experience make us a go-to destination for companies looking for top-notch data annotation services.
Here’s why businesses across the globe trust us for their annotation needs:
WANT TO READY YOUR AI MODEL FOR DIVERSE PROJECTS?
Contact us for professional data annotation services and get a free quote!
Professional Data Annotation and Other
Linguistic Services
Beyond data annotations, we offer a wide range of linguistic solutions to help businesses, organizations, and individuals streamline communication complexities.
Some of our services are:
Frequently Asked Questions (FAQs)
Ans. They are often interchangeable. However, data annotation adds contextual metadata (e.g., tagging intent, emotions), while labeling refers to classification (e.g., cat, dog).
Ans. Yes. Depending on the project, we provide both real-time and scheduled annotation services for faster turnaround.
Ans. Absolutely. We specialize in medical data annotation and finance, with strict data security protocols.
Ans. We work with all common formats, such as JPEG, PNG, MP4, MOV, etc. We can also export annotations to COCO, Pascal VOC, or custom formats.
Ans. We follow a multi-tier review process, combining expert annotation, peer review, and automated QA checks.
Ans. Yes, our text annotation team works across 170+ languages for multilingual NLP data annotation.
Ans. We are open to using both in-house and client-specified tools for machine learning data labeling.
Ans. We pride ourselves on always adhering to deadlines; however, timelines depend on various factors like data volume and complexity.
Ans. Our cost depends on factors such as the volume, complexity, and even the language used. You can get a free quote here.
Ans. You can simply contact us by phone or email. Or you can click here , and our team will get back to you with a detailed proposal.
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