Overview

Harell Data builds an intelligent infrastructure platform to accelerate scientific AI by unlocking access to proprietary datasets in the physical sciences. It helps data owners securely share high-value datasets with AI modelers through an end-to-end ecosystem where compute is brought to the data and the raw data never leaves a secure environment. The platform includes on-demand GPU compute, fine-tuning infrastructure, inference pods, and data lineage, enabling end-to-end training and deployment workflows. Data creators earn a direct share of the compute revenue generated when their datasets are used for model training, creating a practical monetization path beyond royalties. Early partners include A-Alpha Bio and Adaptive Biotechnologies, with the goal of reducing data fragmentation that slows large-scale AI models in areas like drug discovery and material science.

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