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+# Humanbased
 
-**[Codatta](https://codatta.io)**: *A permissionless marketplace connects AI developers with data creators to provide frontier data.*
+Humanbased is the Data Marketplace OS for AI—connecting AI teams with qualified contributors, domain experts, and agent-assisted workflows to create training data, evaluations, and real-world feedback.
 
-We offer scalable data solutions through a **royalty-based model** that eliminates upfront costs, enabling you to build production-ready AI models faster and more cost-effectively than traditional approaches. By tapping into the expertise of our diverse community of over **1,000,000 data contribors** (mostly of them had been KYC'ed), you gain access to **high-quality, customized datasets** tailored to your specific needs. Our platform simplifies integration, streamlining your data pipeline from prototype to production while ensuring efficiency and scalability.
+We build accountable data pipelines from sourcing and labeling through validation and dataset assembly. Every accepted contribution can retain clear provenance, usage rights, attribution, and compensation—making high-quality data traceable and responsibly produced.
 
-Our community has successfully delivered **commercial-ready datasets** across domains such as **Healthcare** (e.g., pathology), **Robotics**, **E-commerce**, **Crypto**, and more.
+On Hugging Face, we publish research-ready datasets spanning multimodal food intelligence, fashion, digital pathology, robotics, and other frontier domains. Our goal is to give researchers and builders practical, well-documented data while recognizing the people whose expertise makes it possible.
 
-Our clients range from **tech giants** to **vibrant startups**, and we are especially excited to support nimble teams with ambitious ideas. We provide the custom human intelligence you need to prototype quickly, iterate effectively, and scale into a revenue-generating venture. Together, our company and community aim to grow with you every step of the way.
-
-**Contact Us**:
-* X: [@codatta_io](https://x.com/codatta_io)
-* Email: [hello@codatta.io](mailto:hello@codatta.io)
+Explore our datasets, follow our latest releases, or commission a data campaign at [humanbased.ai](https://humanbased.ai).