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.

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Trusted by leading model development teams

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.
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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.
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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.
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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.
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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.
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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.