As AI models become a commodity, the durable value moves to proprietary physical-work data. EON Universal is the platform enterprises build it on.

IRVINE, CA. – June 30, 2026 – EON AI Ventures today introduced EON Universal, the understanding layer for the physical world, and formally staked out Work Intelligence as a new enterprise category – the fourth system of record alongside ERP, CRM and PLM.

The launch lands at a turning point for artificial intelligence. The first era of AI learned the public internet – a thin slice of reality made of bits. The far larger world, where industrial value and risk actually live, is physical, and almost none of it has ever been captured as intelligence. At the same moment, the model layer has commoditized: open-weight models now rival the frontier at a fraction of the cost, and the industry consensus has shifted decisively – when the model is free, the moat is the proprietary data and the learning loop around it. The vision, enterprise architecture, and strategic importance of this new category are detailed in the accompanying white paper, “Work Intelligence: The Understanding Layer for the Physical World.” 

“The model just became a commodity, and the value moved to the physical world,” said Dan Lejerskar, Founder and Chairman of EON AI Ventures. “The work that runs a refinery or a hangar was never written down as intelligence. We capture it – with a human wearing glasses as the sensor – match it against a universal library that already understands every component, and inject that intelligence back into the worker’s hands. Everyone else digitizes the procedures you already have. EON already understands the equipment.”

Click on the image below to access the Work Intelligence: The Understanding Layer for the Physical World presentation.

EON Universal pairs top-down capture with a bottom-up Work Intelligence Library: roughly 50 component classes that compose any facility, each carrying a six-layer competence record – identity, geometry, anatomy, function, behavior and procedure – anchored to recognized standards including ISO 14224, ISO 55000, ATA iSpec 2200 and ISO 15225. The result is a closed loop: capture becomes comprehension, comprehension guides action, and every action is preserved as the facility’s living intelligence.

EON AI Ventures brings 25 years of physical-world asset intelligence to the category, spanning more than 4,400 institutional customers across 80-plus countries and over 136 million platform downloads. The platform is being deployed with two of the world’s largest energy operators, including a global oil-and-gas supermajor now moving into a train-the-trainer rollout.

EON Universal is delivered alongside Genesis (authoring), Field IQ (in-field guidance and capture) and Assess IQ (competence verification), orchestrated by the Intelligence Flywheel. Genesis shows the steps. EON Universal understands the work.

Read more in the “Work Intelligence: The Understanding Layer for the Physical World.” white paper.

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About EON AI Ventures

EON AI Ventures is the enterprise software company behind Work Intelligence – the captured, verified, and compounding knowledge of how expert work is actually done. Its Intelligence Flywheel platform (Genesis, Field IQ, Assess IQ) enables industrial enterprises to encode expert procedures into AI-guided simulations, deliver them to any worker on any device, and verify competency in the field. EON AI Ventures builds on more than twenty-five years of immersive, simulation, and AI technology developed across the EON group, whose platforms have served thousands of institutional customers in more than eighty countries. For more information, visit www.eonaiventures.com.