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From Execution to Intelligence: A Data-driven Approach to Modern Manufacturing
May 6, 2025 | Barry Matties, I-Connect007Estimated reading time: 2 minutes

Critical Manufacturing is pushing the boundaries of the Manufacturing Execution System (MES) beyond traditional limits with contextualized data, flexible configurability, and modular and structural architecture, all built with intent on Machine Learning and AI fundamentals, allowing customers to decide independently whether certain data is important. The MES is, in fact, the backbone of digital transformation in manufacturing with a built-in data platform.
In this discussion, Augusto Vilarinho, an MES expert at Critical Manufacturing, explores the essential functions of MES in tracking and tracing shop floor activities where AI and machine learning capabilities are purposely built into the MES through it's embedded data platform, capturing all machine data, integrating and connecting with different systems, ERPs, physical equipment, and people.
“Our technology allows us to capture and absorb data that may scale up to massive volumes of information”, Augusto explains. He also addresses common challenges and misconceptions around implementing MES, AI, and ML. Successful adoption, he notes, hinges on proper planning and execution. When done right, the embedded data platform not only supports real-time decision-making but also drives long-term, continuous improvement across manufacturing operations.
Barry Matties: Augusto, explain a little bit about the MES system and why people should be thinking about it.
Augusto Vilarinho: We've been seeing, reading, and hearing much about MES as the backbone of the digital industry. The system can capture information from the shop floor, track and trace what is happening physically in a digital format, and ensure adequate degrees of quality as established in the quality procedures. MES can ensure adequate equipment utilization and equipment efficiency. MES can support all those things, guiding the operations to become more productive, and create more efficient processes and better quality.
MES makes complete sense because it aggregates and gathers all those aspects in one single system that then can serve and be utilized for continuous improvement processes.
Matties: Bringing in a system is a big process that requires a significant investment. What are some misconceptions about what it takes to launch an MES system in a factory?
Vilarinho: An MES project is always a bit disruptive to operations because if a shop does not have a system that controls and monitors its work and how the work should be performed, it is basically people executing it in their own minds and doing things how they have always done them. An MES project will bring discipline and require the operators to do things not required when they had no controls on their system. It's commonly known that an MES project is very complex. It requires time and effort. In our experience, the more an organization is prepared to enter into an MES project, the less disruption and complexity it will have—and the less time and costs it will have.
To read this entire conversation, which appeared in the May 2025 issue of SMT007 Magazine, click here.
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Peak Rock Capital Affiliate Completes Acquisition of Aegis Software
08/25/2025 | Aegis SoftwareAn affiliate of Peak Rock Capital, a leading middle-market private investment firm, announced that it has completed the acquisition of Aegis Industrial Software, a global provider of innovative manufacturing execution system (MES) software for electronic components and discrete manufacturing across the aerospace & defense, medical device, consumer electronics, and diversified industrial end-markets.
The Government Circuit: Navigating New Trade Headwinds and New Partnerships
08/25/2025 | Chris Mitchell -- Column: The Government CircuitAs global trade winds continue to howl, the electronics manufacturing industry finds itself at a critical juncture. After months of warnings, the U.S. Government has implemented a broad array of tariff increases, with fresh duties hitting copper-based products, semiconductors, and imports from many nations. On the positive side, tentative trade agreements with Europe, China, Japan, and other nations are providing at least some clarity and counterbalance.
SEL: Revolutionizing PCB Production Through MES, Partnerships, and Vision
08/21/2025 | Barry Matties, I-Connect007Two years ago, we visited Schweitzer Engineering Laboratories (SEL) to better understand its new captive greenfield PCB facility. We recently returned, this time to discuss how this bold vision has transformed the industry. Barry Matties met with John Hendrickson, engineering director, and Jessi Hall, vice president of vertical integration, to discuss the transformative capabilities of Factory Core, SEL’s custom manufacturing execution system (MES), which allows for real-time monitoring of workflow and machine performance, and has led to impressive improvements in quality and cost efficiency.
The Marketing Minute: Staying Positive When the Market Isn’t
08/20/2025 | Brittany Martin -- Column: The Marketing MinuteIn today’s volatile electronics market, buffeted by tariffs, supply-chain shifts, and squeezed margins, it’s tempting to tighten belts and cut your marketing budget. But history shows us that the quietest brands get forgotten fastest. Staying visible is not a luxury; it’s a competitive advantage.
I-Connect007 Editor’s Choice: Five Must-Reads for the Week
08/15/2025 | Marcy LaRont, I-Connect007In our industry, my top reads include Prashant Patel’s overview and argument for reshoring, which I found to be a great general overview and breakdown. In further support of the onshoring/reshoring message, I’m highlighting Nolan Johnson’s interview on the survey and report by the Reshoring Initiative. Check out my interview with USPAE’s Jim Will on the state of the flat panel display (FPD) industry and the risks associated with it for U.S. defense and critical infrastructure products.