The position paper introduces Work Intelligence — the enterprise system of record for how physical work is actually done — and makes the case that the commoditization of AI models is a tailwind, not a threat, for the layer that owns proprietary work data.

IRVINE, CA – June 17, 2026 – EON AI Ventures Inc today announced “Intelligence Is Cheap. Expertise Is Not.,” a new thought-leadership initiative examining where durable value will emerge in enterprise artificial intelligence. The company also published the accompanying white paper, “Intelligence Is Cheap. Expertise Is Not.,” which argues that lasting AI advantage will not accrue primarily to the foundation-model layer now attracting the bulk of global capital, but to the layer that captures and owns the tacit expertise of how physical work is actually performed. 

The paper’s central claim — what it calls “the Great AI Inversion” — is that as raw intelligence trends toward free, the scarce and ownable asset becomes the know-how that runs the physical economy: knowledge that was never digitized, cannot be scraped from the public internet, and disappears as an experienced workforce retires.

EON AI Ventures positions Work Intelligence as the missing system of record for the physical economy — alongside ERP for finance, CRM for customers, and PLM for products — capturing how expert work is done and turning it into a living digital twin of operational competence that the enterprise owns.

Click on the image below to access the Intelligence Is Cheap. Expertise Is Not. presentation.

“The market has made a one-way bet on the model layer, and that is exactly the layer most exposed to commoditization. We saw this in the dot-com era: the technology was real, but the place where value would settle was misjudged. The durable value of AI will belong to the companies that move atoms — and to the partner that helps them capture what, until now, only lived in their people.”

— Dan Lejerskar, Founder and Chairman, EON AI Ventures

Why model commoditization is a tailwind. The paper argues that when a competitive open-weight model can match a frontier release within weeks at a fraction of the cost, the model becomes a utility rather than a moat. For a business whose value lives in proprietary data and applied outcomes, a falling model cost is a falling cost of goods — expanding margin and widening the addressable market rather than eroding them.

A clear ownership model. EON AI Ventures emphasizes that the enterprise owns its Work Intelligence asset — its captured know-how and operational digital twin — while EON provides the infrastructure that makes capture, validation, and reuse possible. Commoditized, open-weight intelligence can run on customer-controlled or in-region infrastructure, while proprietary work data remains sovereign and owned by the enterprise.

Returns that can be underwritten. In hazardous and asset-intensive environments — across energy, industrial, and resource sectors — captured-and-guided work is associated with fewer incidents, faster time-to-competency, and improved asset uptime: operational outcomes an operator can budget and a board can defend.

Availability. “Intelligence Is Cheap. Expertise Is Not.” is available from EON AI Ventures. Tailored briefings are available for enterprise leaders and investors. Named customer references are available under appropriate disclosure.

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About EON AI Ventures

EON AI Ventures is the 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 a 25-year foundation of immersive learning technology deployed across more than 80 countries. For more information, visit www.eonaiventures.com