Become a partnerGet in touch

Ethical, Expert, Human-Powered AI Data Annotation

Defined.ai delivers the only global AI crowd service that combines expertise, diversity, and ethical working conditions—competitively and at scale. Our human-in-the-loop workflows ensure accuracy, fairness, and transparency for every dataset.

1.6M+

Crowd members

500+

Languages and locales

50+

Domains

ISO & GDPR

ISO 27001- and 27701-certified and GDPR compliant

Data Annotation You Can Trust at Scale

End-to-end annotation workflows led by humans for maximum quality control, scalability, and efficiency.

Fully Human-in-the-Loop

End-to-end annotation workflows led by humans for maximum quality control, scalability, and efficiency.
Diverse contributors across countries, languages, and cultures to control bias and ensure expertise.

Worldwide, World-Class

Diverse contributors across countries, languages, and cultures to control bias and ensure expertise.
All data is fully consented for AI training and privacy protected.

Ethical by Default

All data is fully consented for AI training and privacy protected.
Receive  datasets at any scale via secure API with real-time progress monitoring.

Scalable and Secure

Receive datasets at any scale via secure API with real-time progress monitoring.

Annotation workflows built on measurable excellence

Every AI dataset is validated against strict benchmarks for accuracy, consistency and reliability:

  • Accuracy First: We consistently achieve precision and recall rates above 90%.
  • Consistency Matters: Multi-pass reviews ensure expert agreement for subjective and complex tasks.
  • Specialized Metrics: From IoU for image annotation to WER for transcription, we apply advanced industry-trusted measures to guarantee top-tier quality.

Expert Annotation for Any Data Type

We deliver annotation for image, audio, text, video, and multimodal—ensuring accuracy and scalability for your AI training needs.

AdobeStock_270923984_2.jpg

Audio

Transform raw audio into structured, labeled datasets for speech and language models:

  • Automatic Speech Recognition (ASR): Annotate transcripts for accurate speech-to-text conversion.
  • Human Transcription: High-quality manual transcription for nuanced language understanding.
  • Speaker Diarization: Identify and separate speakers in multi-party conversations.
  • Natural Language Annotation: Tag linguistic features like intent, sentiment, and tone.

Image

Enable computer vision systems with precise image labeling:

  • Bounding Boxes: Detect and localize objects within images.
  • Polygon Annotation: Outline complex shapes for detailed segmentation.
  • Image Classification: Categorize images into predefined classes.
  • Facial Recognition: Annotate facial landmarks for identity and emotion detection.
  • Semantic Segmentation: Assign pixel-level labels for scene understanding.

Video

Train models for dynamic environments and motion-based tasks:

  • Object Tracking: Follow objects across frames for movement analysis.
  • Action Recognition: Label human or object actions for behavioral modeling.
  • Event Detection: Identify key events in video streams.
  • Video Classification: Categorize videos by content type or context.
  • Captioning: Generate descriptive text for video content.

Text

Structure and enrich text data for Natural Language Processing (NLP) applications:

  • Sentiment Analysis: Tag emotional tone for opinion mining.
  • Named Entity Recognition (NER): Identify entities like names, locations, and dates.
  • Content Moderation: Flag inappropriate or harmful content.
  • Linguistic Annotation: Mark syntax, grammar, and semantic roles.

Multimodal

Support advanced AI that integrates multiple data types:

  • Robotics: Annotate sensor and visual data for autonomous systems.
  • Image-Text Pairs: Link visual content with descriptive text.
  • Video-Text Annotation: Align video frames with narrative or instructions.
  • Audio-Text Transcription: Combine speech and text for conversational AI.
  • Cross-Modal Linking: Connect entities across different modalities for richer context.

Trusted by:

A grey-scale version of the Amazon logo.
A grey-scale version of the Google logo.
A grey-scale version of the IBM logo.
A grey-scale version of the Meta logo.
A grey-scale version of the Microsoft logo.

Defined.ai enables organizations to build accurate, bias-free AI through expert annotation

Large-Scale Annotation Projects

Large-Scale Annotation Projects

Annotate data across multiple regions and languages for global AI models.

Quality Optimization

Quality Optimization

Improve model performance and reduce invalidation rates with rigorous human-in-the-loop workflows.

Advanced AI Applications

Advanced AI Applications

Support complex use cases in computer vision, speech recognition, Natural Language Processing, and robotics.

What our customers say

We needed a large-scale dataset collected to exacting standards of quality, ethics, and privacy. The Defined.ai team delivered nearly 40,000 egocentric images from over 300 diverse participants across multiple regions, all fully compliant with strict privacy regulations. Thanks to an improved feedback loop and participant training, invalidation rates dropped by 40% from start to finish. Every milestone was met on time, keeping our development schedule on track and adding significant value to the project.

Director of AI Research

Global Social Technology Company

Learn More About Data Annotation

Machine Learning Essentials: What is Data Annotation?

Build Bias-Free AI with Trusted Annotation

Partner with Defined.ai for secure, ethical, and enterprise-grade annotation services.

All fields are required

By completing this form, you are opting in to communications from Defined.ai and agree to our Privacy Policy, Terms of Use and License Agreement. You may opt-out at any time.

Couldn’t find the right dataset for you?

Get in touch

© 2026 DefinedCrowd. All rights reserved.

Award logo
Award logo
Award logo
Award logo
Award logo
Award logo

Datasets

Marketplace

Solutions

Privacy and Cookie PolicyTerms & Conditions (T&M)Data License AgreementSupplier Program
Privacy and Cookie PolicyTerms & Conditions (T&M)Data License AgreementSupplier ProgramCCPA Privacy StatementWhistleblowing ChannelCandidate Privacy Statement

© 2026 DefinedCrowd. All rights reserved.

Award logo
Award logo
Award logo
Award logo
Award logo
Award logo