When Everyone Has AI, Know-How Becomes the Advantage
Artificial Intelligence is becoming accessible to everyone. The same models, copilots, and AI capabilities are increasingly available to competitors across entire industries.
And that raises an important question:
If everyone has access to the same AI, what will make your organization different?
The answer may lie not in the technology you use, but in the know-how your people have built over years of experience.
It’s the judgment behind a decision. The way an expert handles an exception. The small adjustments that keep a complex process moving. Much of this knowledge is never written down, it lives in the way people actually work.
Generative AI has transformed how quickly we can find and summarize information. But retrieving knowledge is only part of the challenge. The next frontier is learning how organizational know-how can be continuously discovered, validated, protected, and transferred as work evolves.
And there is another dimension we cannot ignore: security.
The knowledge that makes your company difficult to replicate may be exactly the knowledge you don’t want to share with external Large Language Models.
This is why the future of enterprise AI may require us to think beyond LLMs.
At Newired, that thinking led to the patent-pending machine learning technology behind Newired® Virgil, designed to learn from expert behavior while keeping operational know-how under the organization’s control. Its proprietary machine learning algorithms run on-premises and without connection to any LLM.
Because the goal isn’t to replace your experts. It’s to make their expertise transferable without giving away what makes your organization unique.
⏳ The Final Countdown Has Begun: Newired® Virgil Is Almost Here
Your Experts Know the Way. Soon, Newired® Virgil Will Too.
In our last newsletter, we introduced Newired® Virgil and the idea behind it: protecting the operational know-how that makes every organization unique.
Now, we’re getting closer.
Newired® Virgil is entering the final countdown.
Newired® Virgil turns expert experience into contextual guidance. It observes how selected experts work across enterprise applications, identifies successful patterns, even across complex, non-linear workflows and allows that knowledge to be validated before being shared.
Once approved, expertise becomes in-app guidance delivered directly where work happens, helping others benefit from proven practices without relying on manuals or constant expert support.
And because Newired® Virgil continuously observes, learns, validates, guides and improves, organizational know-how evolves together with your business.
Newired® Virgil is almost here, save the date: September 15th, 2026.
Newired Joins Mind the System 2026 as a Gold Sponsor
We’re proud to announce that Newired will be a Gold Sponsor of Mind the System 2026, the AISE – INCOSE Italy national event taking place on October 27–28, 2026, at the Salone delle Colonne in Rome.
Dedicated to Systems Engineering and Human Factors, the two-day event will bring together professionals, companies, institutions, researchers, and academia to explore one of today’s biggest challenges: how to design and manage increasingly complex socio-technical systems while keeping the human factor at the center.
🎤 When AI Becomes a Commodity, What Makes Your Organization Unique?
Newired will also take the stage for a 30-minute speech:
“When AI Becomes a Commodity: Can Systems Engineering Afford to Ignore Organizational Know-How?”
As access to AI becomes increasingly widespread, technology alone may no longer be a differentiator. The real competitive advantage lies in something much harder to replicate: the knowledge, experience, decision-making patterns, and operational practices that make every organization unique.
Our session will explore why preserving and amplifying this organizational know-how is becoming essential—and what it means for the future of Systems Engineering, Human Factors, and AI-powered User Enablement.
🤝 Meet Newired at Our Booth
The conversation won’t stop on stage. Visit the Newired booth throughout the event to meet our team, exchange ideas, and discover how we’re approaching the relationship between people, enterprise systems, and AI.
📅 October 27–28, 2026
📍 Salone delle Colonne, Rome
Join us at Mind the System 2026 and let’s explore what happens when AI meets the knowledge that makes your organization truly yours.