Data for AI Training
Your trusted, independent and neutral partner for data, tech and intelligence solutions to advance frontier AI. From core machine learning to emerging multimodal, multilingual and multi-agent systems, we solve next-gen training data requirements for agentic AI, physical AI and AGI.




Access niche expertise on demand, at scale
Connect with highly-qualified global experts. Our AI-powered interviews and proctored testing ensure elite talent, while fraud detection and fair compensation practices promote ethical engagement.
Best-in-class tools for emerging use cases
Highly configurable, intuitive platforms purpose-built for digital collection, multimodal annotation and post-training.
Built for every data challenge, today and tomorrow
With over 20 years of field-tested expertise, our product vision is built for every data challenge in GenAI, audio, NLP and CV, to improve end-user experiences in search and personalization.
End-to-end solutions to test, train and improve your AI models
Advance your artificial intelligence and machine learning models with high-quality data powered by diverse AI specialists and industry-leading platforms.

Data for Generative AI
Improve GenAI model performance with our expert-led, post-training solutions. Our task platforms feature configurable workflows, a flexible UI with deep customization options, LLM interactivity and bespoke development. This provides your models with high-quality multimodal fine-tuning data, human-guided RLHF and critical safety services like red teaming.

Data Collection
Access diverse high-quality, multimodal and multilingual data collection solutions. Our operational experience spans complex onsite moderated field operations to large-scale digital collection, which we’ve streamlined with technology. Our intuitive data collection app features on-device data capture, dynamic UI and built-in feedback and quality checks.

Data Annotation
Transform raw, ambiguous data into enriched high-context training datasets for your advanced AI and ML models. Leveraging automated data labeling with expert-in-the-loop validation. We operate at a global scale, handling billions of annotations and complex multimodal data like 3D sensor fusion, video, image and audio data, including 500 annotation languages.

Data Validation
Ensure high levels of model accuracy and precision against real-world data with our highly qualified human-intelligence solutions. Use cases include ad, search, geo-location evaluation, relevance projects and more.

Off-the-Shelf Datasets
Spend less time collecting and structuring data and more time developing and improving your models. Our pre-curated, high-quality datasets offer a quick and affordable way to test, evaluate and benchmark your AI models across a wide range of industry use cases including LLMs, audio and speech recognition, and automotive models.
Integrated platform, people and processes for frontier AI
Access our operations, solutions and software to build, manage and scale your AI data pipeline. We support a wide variety of projects ranging from high-volume multi-year partnerships to short-term MVP experiments.
Build what's next, with data you can trust
Quality is woven into every step of our process, not just a final check. With built-in QA tools and client-in-the-loop iterations, we deliver high-volume, high-value data solutions at optimized cost.
Enterprise-grade data privacy and compliance
We meet the highest global standards. Every project incorporates stringent safeguards governing data handling, storage location and protection.
Your solution to disruption and friction
Experience seamless onboarding and transition with our breadth of experience and resources ready for your business. You own your training data; we provide solutioning and data governance frameworks.
- 1M+Diverse global AI Community of contributors
- 20+Domains of expertise in STEM, law, medicine, finance and more
- 500+Annotation languages & dialects
