Articles by industry:

AI

a new breed of MES
AI October 1, 2026
A New Breed of MES: The Context Layer That AI Needs

Understand how resolving context at the source can minimize costs and boost accuracy in AI manufacturing processes.

AI September 24, 2026
Making AI Accountable in Manufacturing: What Happens When AI Makes a Decision You Can’t Explain?

As agentic AI moves from advising to acting in manufacturing, organizations must be able to explain and defend every decision.

AI September 17, 2026
From Pilot to Production: Why AI pilots are Stalling and What Manufacturing Leaders are Getting Wrong

AI pilots demo well but fail to scale because they connect directly to operational data instead of a governed execution layer.

Manufacturing AI assistants are becoming a core part of manufacturing execution systems (MES), with industry-specific models expected to gain ground over general-purpose AI.
AI August 20, 2026
What It Takes to Run AI in Manufacturing

Effective AI in manufacturing depends on a strong MES foundation with live, contextual production data rather than a chatbot layered over dashboards.

You Can Vibe Code an App. But Should You Vibe Code a Full MES? by Francisco Almada Lobo, CEO at Critical Manufacturing
AI July 2, 2026
You can vibe code an app. But should you vibe code a full MES?

You can vibe code an app. The question is whether you can (or should) vibe code a full MES, and the answer has less to do with how good the code generator is than with what an MES actually is.

AI May 21, 2026
The clock is ticking: why manufacturers can’t afford to wait on their data foundation

The recently published eBook Industry 4.0 and AI: What You Can Learn from the Leaders paints a revealing picture of where manufacturing stands today. Progress is real, investment is flowing, and ambition is high.

AI December 11, 2025
Educating the Factory of the Future: Why the Three Waves of Manufacturing Intelligence Require Years of MES-Driven Learning

Most leadership teams spend their days improving today’s output and planning the next round of investments. Necessary priorities, yet increasingly insufficient. The real competitive battle is shifting somewhere far less visible: toward the factories that are quietly learning every single day and those that are not.

AI December 4, 2025
The Rise of Copilots: Transforming the Interaction with Manufacturing Execution Systems (MES)

The manufacturing floor is undergoing a digital revolution, and at the forefront of this change is the emergence of AI Copilots.

AI September 24, 2025
Accelerating Innovation in Manufacturing through GenAI and Low-Code

The shop floor is a very complex environment, involving  a whole range of different actors with different perspectives and knowledge domains. One of the biggest hurdles for achieving results lies in bridging the gap between business and production requirements and the ability to deconstruct them into software requirements.