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Advanced AI models are increasingly created and run on the cloud, but need good quality data from edge devices. The high volume and complex nature of this data has created a new exascale-class problem. Akridata is addressing the problem by managing smart pipelines for ingesting, filtering, curating, tracking, and staging of AI data.