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Five Questions to Ask Before Getting Started with Data Annotation

High-Quality Training Data to Accelerate AI and Machine Learning

Our expert team delivers accurate and reliable data annotation services across all data types to help accelerate machine learning development.

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Image & Video

From faces to places, power your computer vision models with high-quality image data.

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Train your models with data annotated from the most complex documents.

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Speech & Audio

Scale your AI models & ensure model flexibility with diverse speech/audio data.

Content Moderation

Identify & classify inappropriate content so you can do business with confidence.

Conversational AI

The right datasets to fuel training data for chatbots and virtual assistants.

The Benefits of Partnering with Innodata

Bringing world-class data services, backed by our proven history and reputation.

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Global Coverage

Global delivery centers provide 24/7 support and diverse cultural workforces for tailored solutions, assuring success in a global marketplace.

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Multilingual Data

All major languages and dialects supported for increased model accuracy and worldwide accessibility, giving you competitive multilingual advantage.

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We produce 99.5% accurately annotated data across all modalities.

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End-to-End Process

Our team of ontologists, linguists, annotators, QA specialists and data scientists support building Ontologies, guidelines, annotation and building models.

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Auto Annotation

Integrate LLMS, existing models to our annotation platform to deliver faster annotation with the highest possible quality.

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Quality Dashboards

Leverage our state of art annotation platform to monitor quality metrics like Kappa score, agreement rates, and Krisendorf alpha.

Our End-To-End Process

Trust our full-time in-house workforce to deliver powerful data annotation solutions with industry-leading quality and accuracy.

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Taxonomy Creation

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Guideline Development

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Pilot Execution & Delivery

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Team Recruitment & Training

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Single/Multi-Pass Annotation

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Quality Testing & Analysis


With our no-code solution, you can build a model from scratch, bring your own model, or connect to an open-source model in a highly-secure environment. We have implemented active learning and integrated LLMs into our platform for accelerating zero shot annotation followed by human validation for accelerating annotations. We have significant experience in working on fine tuning models on complex domains.

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Deep Expertise Across All Industries

Innodata specialized in all types of labeling projects, for any industry – no matter how complex

Agritech or Agriculture

Crop Yield Prediction, Livestock Monitoring, Plant Disease Detection, Weed Detection and Management, Soil Moisture Monitoring, and more.

Consumer Products or Retail

Product Categorization and Classification, Inventory Management, Visual Search Engines, Customer Reviews, Customer service chatbots, and more.

Legal or Law

Contract Review and Analysis, Legal Transcription, eDiscovery, Entity Recognition, Compliance Monitoring, and more.

Automotive or Autonomous Vehicles

In/Off-Street Object Detection, Lane Detection and Tracking, Anomaly Detection, Sensor Fusion, Semantic Segmentation, and more.

Energy, Oil, or Gas

Environmental Monitoring, Risk Management, Fault Detection and Management, Geological Analysis, and more.

Manufacturing, Transportation, or Logistics

Object Recognition, Inventory Management, Robotics Assistance, Fleet Management, Route Optimization, Predictive Maintenance, and more.

Aviation, Aerospace, or Defense

Predictive Maintenance, Aircraft Detection, Air Traffic Control, Autonomous Systems Development, Geospatial Analysis, and more.

Healhcare or Pharmaceuticals

Medical Image Annotation, Drug Development, Health Record Annotation, Pharmacovigilance, Medical Journal Annotation, and more.

Media or Social Media

Content Moderation, Ad Placements, Facial Recognition, Podcast Tagging, Sentiment Analysis, Chatbots, and more.

Banking, Financials, or Fintech

Fraud Detection, Risk Assessment, Trading Algorithms, Customer Sentiment Analysis, Regulatory Compliance, and more.

Insurance or Insurtech

Underwriting Analysis, Claims Fraud Detection, Subject Risk Assessment, Customer Sentiment, Customer Service Chatbots, and more.

Software or Technology

Computer Vision Initiatives, Audio and Speech Recognition, NLP Model Training, Image and Object Recognition, Sentiment Analysis, Fraud Detection, and more.

Success Stories

Learn how we’re helping our clients secure the ground truth they need to succeed.

(NASDAQ: INOD) Innodata is a global data engineering company delivering the promise of AI to many of the world’s most prestigious companies. We provide AI-enabled software platforms and managed services for AI data collection/annotation, AI digital transformation, and industry-specific business processes. Our low-code Innodata AI technology platform is at the core of our offerings. In every relationship, we honor our 30+ year legacy delivering the highest quality data and outstanding service to our customers.


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Two computer monitors showing data annotation examples of image annotation and video annotation for AI model training and machine learning