Isotopes AI emerged from stealth with a $20 million seed round to address a decades-old enterprise challenge: bridging the gap between data infrastructure experts and business users. Founded by Hadoop architect Arun Murthy and former Hortonworks executives, its Aidnn agent uses LLMs to autonomously locate, clean, and analyze siloed data—transforming natural language queries into complex reports. This moves beyond simple chatbots to tackle the messy reality of corporate data sprawl.