Bridging organizational knowledge gaps for AI-driven success in the enterprise world.
IRVINE, CALIFORNIA — May 12, 2026 — EON AI Ventures today unveiled EON AI Fluency, its latest enterprise workforce framework created to address the widening gap between AI capability and organizational readiness. Built for industries where precision and operational excellence are mission-critical, EON AI Fluency combines AI-driven training, knowledge capture systems, and measurable workforce performance models to accelerate enterprise adaptation in the AI era. By focusing on key outcomes such as reduced time-to-competency, expert knowledge retention, and task-level precision, the framework enables organizations to deploy AI at scale while maintaining workforce alignment, safety, and operational reliability. The platform architecture, implementation strategy, and workforce transformation model are detailed in the accompanying white paper, EON AI Fluency Individual.
The Crisis We Solve
| Metric | Value |
| Percentage of experts retiring soon | 50% within the next 5-7 years |
| Efficiency of generic AI solutions | Delivers 80% of needs; 100% often required |
| Impact of AI acceleration on training | AI growth outpaces conventional training |
| Urgency for knowledge retention | High, to prevent operational setbacks |
THE WHY: The Knowledge Gap Crisis
The advent of AI has opened extraordinary possibilities for businesses across industries, but it has also introduced a significant challenge: the accelerating gap between technological capabilities and workforce preparedness. With 50% of domain-specific experts projected to retire within the next 5-7 years, organizations are facing a critical shortfall of knowledge. The traditional methods of knowledge transfer and training are no longer sufficient to keep pace with AI-driven transformations, leaving businesses vulnerable to operational inefficiencies and increased risk.
This challenge is compounded by the fact that generic AI solutions address only 80% of enterprise requirements, leaving the remaining high-stakes 20% unresolved where precision and expertise are critical. For sectors such as manufacturing, healthcare, and energy, this gap can mean the difference between success and costly errors.
Furthermore, conventional training models are falling behind as the speed of AI evolution continues to outstrip their capacity for adaptation. Enterprises require not just any training program, but one that captures expert-level insight, accelerates time-to-competency, and ensures operational safety in AI-integrated environments.
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THE WHAT: Introducing EON AI Fluency
To address these challenges, EON AI Ventures has developed EON AI Fluency, a robust platform specifically designed to empower workforces by merging artificial intelligence with human expertise. As the bridge between what your experts know and what your entire workforce can do, EON AI Fluency ensures that critical knowledge is captured, retained, and readily accessible across an organization.
The solution employs a lifecycle approach—Learn → Train → Perform → Automate—that promotes continuous workforce evolution alongside AI advancements. By focusing on verified, measurable outcomes, EON AI Fluency helps enterprises harness AI not just to innovate, but to sustain high-performance operations in an increasingly automated world.
KEY FEATURES
Knowledge Capture
- Systematically captures expertise from retiring specialists, ensuring no critical information is lost.
- Converts domain knowledge into accessible AI-driven training resources.
Precision Training with AI Acceleration
- Reduces time-to-competency for new and existing employees.
- Customizes training paths tailored to individual roles and requirements.
Full Lifecycle Integration: Learn → Train → Perform → Automate
- Seamlessly transitions teams through each stage of AI adoption, from initial learning to automation.
- Maintains workforce relevance as technological demands evolve.
Measurable Outcomes
- Ensures accountability with key performance indicators such as knowledge retention, safety benchmarks, and reduced error rates.
- Guarantees alignment with enterprise-specific operational needs.
IMPLEMENTATION
EON AI Fluency is designed for swift, scalable deployment across enterprise environments. A phased approach enables organizations to start small, focusing on critical areas initially, and then scale the solution system-wide as operational efficiency grows. This streamlined rollout minimizes disruption while maximizing impact.
“The future of enterprise success lies in the seamless integration of AI capabilities and human expertise. With EON AI Fluency, we are helping organizations not just adapt to the AI era, but lead it with confidence, precision, and measurable outcomes.” — said Dan Lejerskar, Chairman, EON AI Ventures.
Read more in the “EON AI Fluency Individual” white paper.
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About EON AI Ventures
EON AI Ventures is a dedicated AI platform company focused on scalable enterprise transformation and workforce capability. Founded by the leadership behind EON Reality—with 25 years of experience in immersive learning and XR solutions—EON AI Ventures was established to accelerate delivery of AI-powered workforce solutions across industries and institutions.
EON AI Ventures operates two platform businesses: the Enterprise AI Platform supporting operational intelligence and workforce performance, and Virtual Campus/Virtual Compass enabling scalable training, certification, and knowledge transfer for enterprises, governments, and institutions.
Unlike generic learning platforms or consumer AI tools, EON AI Ventures is built specifically for environments where precision matters—addressing the challenge that generic AI delivers 80% quality, but high-stakes operations require 100%.
For more information, visit www.eonaiventures.com