Jeff Winter 6/26/26 Jeff Winter 6/26/26

What Matters Most When Scaling AI in 2026

The hardest part of scaling AI is not deciding what matters, it is diagnosing what matters most right now.

Jeff Winter 5/28/26 Jeff Winter 5/28/26

12 Laws of Industry 4.0

Industry 4.0 isn’t just changing technology. It is creating new laws of industrial behavior. These 12 laws explain the hidden forces shaping how systems connect, data creates value, and intelligence changes decisions.

Jeff Winter 4/10/26 Jeff Winter 4/10/26

Automation Vs. Agency Vs Autonomy

There is a massive structural difference between a system that executes a rule and one that chooses a path, and mixing them up is an expensive mistake.

Jeff Winter 4/2/26 Jeff Winter 4/2/26

2026 Top Struggles in AI Initiatives

We are spending money on AI like we have it all figured out, but the data shows we are still stuck on step one.

Jeff Winter 3/12/26 Jeff Winter 3/12/26

The State of Industrial AI in 2025: Capability Is Easy. Scaling Is Hard.

The story of Industrial AI in 2025 is simple: lots of capability, very little scale. The next advantage belongs to the companies that can operationalize trust.

Jeff Winter 10/20/25 Jeff Winter 10/20/25

The Industrial AI Implementation Process

Your Guide to Industrial AI Implementation

Jeff Winter 9/26/25 Jeff Winter 9/26/25

Maslow Goes to the Factory: The Hierarchy of Manufacturing Needs

Factories have needs too. Just like Maslow taught us about people, manufacturers must climb their own pyramid.

Jeff Winter 9/18/25 Jeff Winter 9/18/25

Time Is Money: How Poor Code Management Drains the Factory Floor

Every second counts on the factory floor, yet countless hours slip away due to messy code management.

Jeff Winter 8/27/25 Jeff Winter 8/27/25

Planning Horizons in Manufacturing: The Hidden Divider Between Leaders and Laggards

Do You Plan for Tomorrow or Today? What Your Horizon Says About Your Future

Jeff Winter 7/24/25 Jeff Winter 7/24/25

Strategic Thinking for Industry 4.0

This isn’t a tech stack…it’s a decision stack. Build it in this order or build excuses later.

Jeff Winter 7/10/25 Jeff Winter 7/10/25

Manufacturing Technology Investment 2025

We’re Not Underinvesting in Tech. We’re Underinvesting in Readiness.

Jeff Winter 7/8/25 Jeff Winter 7/8/25

AI Maturity in 2025

The State of AI Maturity in 2025: Scaling Ambition, Stumbling on Execution

Jeff Winter 7/7/25 Jeff Winter 7/7/25

U.S. Manufacturing Megaprojects - July 2025

U.S. manufacturing is stuck in neutral...but $560 billion says it won’t be for long.

Jeff Winter 6/24/25 Jeff Winter 6/24/25

Who is Driving Smart Manufacturing in 2025?

You can outsource your technology, but not your accountability

Jeff Winter 6/18/25 Jeff Winter 6/18/25

From Theory to Practice: How AI Is Being Utilized in 2025

How does 2025 compare to 2024? The answers are shockingly different

Jeff Winter 5/27/25 Jeff Winter 5/27/25

How well is ISA-95 Adopted?

92.9% of manufacturers and solution providers use ISA-95 to help with Enterprise-Control System Integration

Jeff Winter 5/1/25 Jeff Winter 5/1/25

From Science Project to Global Operating System: How AI Transformed Between 2023 and 2025

Artificial intelligence didn’t just grow up between 2023 and 2025. it graduated with honors, joined the workforce, ran for office (sort of), and started co-authoring Nobel-winning research.