The most valuable part of a modern manufacturing operation is the part you can’t see: the algorithms that optimize flow, the data that predicts failure, and the agility that makes the entire process intelligent.
— Jim Carroll
The opportunity
Increase production speed and throughput, improve product quality and consistency, enhance worker safety by automating dangerous tasks, and enable more flexible and adaptive manufacturing lines.
From “Decoding Tomorrow: The Way Forward: #1 Manufacturing - “The most valuable part of a modern manufacturing operation is the part you can’t see: the algorithms that optimize flow, the data that predicts failure, and the agility that makes the entire process intelligent.”” (September 2025)
Success is no longer measured by physical output alone, but by the intelligence embedded within the entire production process . That intelligence allows for flexible manufacturing, advanced product development, sophisticated production monitoring, and more.
Advanced Skills : As manufacturing becomes more complex, the nature of work is changing. Routine manual skills are being replaced by the need for advanced capabilities in robotics, data analytics, and complex problem-solving. An estimated 1.9 million manufacturing jobs are at risk of going unfilled due to this skills gap.
ZIMM GmbH (Austria) : This SME manufacturer of spindle lift gears needed to increase production flexibility and efficiency for unmanned shifts.20 By implementing a modular manufacturing cell with a KUKA loading robot, ZIMM automated the physically demanding task of loading heavy metal parts. The outcome : The company can now run unmanned shifts, which has significantly increased its competitiveness, while employees have been relieved of heavy physical work and reassigned to more valuable tasks.20
From “AI Megatrends - AI In Manufacturing: Further Accelerating the Automation of Everything - and going from $6.2 billion to $181 billion in 8 years!” (April 2023)
Among the benefits of artificial intelligence in Mexico’s manufacturing sector is supply chain optimization (companies can use machine learning algorithms to predict demand and adjust production accordingly, which can reduce costs and increase efficiency in the supply chain) and automated quality inspection (computer vision and machine learning algorithms can be used to identify defects in products during manufacturing, which can improve quality and reduce production costs).
Ikusi Mexico’s Director of Strategy and Product Development, Aurelio Sanchez, assured that artificial intelligence is a central element of the Industry 4.0 revolution, whose algorithms can be used to optimize manufacturing supply chains and thus help companies anticipate changes in the market. ” Artificial intelligence is already positively impacting the machine learning part. Let’s remember that all production lines move through data or variables. All this data is converted into models that allow optimizing production lines and generating greater efficiency,” he said, adding that in this way, artificial intelligence is linked to efficiency and, therefore, allows generating a much more favorable environment for companies, and although this industrial revolution is still in its early stages, it is already generating significant benefits in processes ranging from the design process and the production floor, to the supply chain and administration.
Ikusi’s Analytics, Artificial Intelligence and Machine Learning manager, Juan Pablo Padilla, asserted that artificial intelligence is transforming the manufacturing sector, which is leading the way in the application of this technology. “Significant cuts in unplanned downtime and better designed products is what motivates, mainly manufacturers, to use and apply AI-based analytics to data to improve efficiency, product quality and employee safety, ” he emphasized.
From “Robotics, Manufacturing and the Future : What Comes Next?” (November 2021)
Hey, what’s the future of manufacturing, robotics and automation? I was interviewed by Jim Beretta in his popular Robot Industry Podcast - give it a listen!
I seem to be doing a few of these in the manufacturing space. The folks at Applied Software, a leading purveyor of manufacturing software, also invited me in to be the launch person for their new Forging Manufacturing podcast. We had so much to talk about that they turned it into two episodes! You can access it here .
I spend a lot of time providing trends oriented keynotes in the world of manufacturing, as detailed on the page The Disruption, Transformation, and Reinvention of Manufacturing
Read the full pieces on jimcarroll.com:
Decoding Tomorrow: The Way Forward: #1 Manufacturing - “The most valuable part of a modern manufacturing operation is the part you can’t see: the algorithms that optimize flow, the data that predicts failure, and the agility that makes the entire process intelligent.”
AI Megatrends - AI In Manufacturing: Further Accelerating the Automation of Everything - and going from $6.2 billion to $181 billion in 8 years!
Robotics, Manufacturing and the Future : What Comes Next?