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The ‘Productivity Paradox’ of AI Adoption in Manufacturing Firms
Kristin Burnham
Companies that adopt industrial artificial intelligence see productivity losses before longer-term gains, according to new research. Organizations have long viewed artificial intelligence as a way to achieve productivity gains. But recent research about AI adoption at U.S. manufacturing firms…
How to Write an SOP
Lexi Sharkov
They may seem simple, but SOPs (standard operating procedures) are surprisingly tricky. On the surface, they describe how a specific process is carried out at your organization. Pretty straightforward, right? In reality, there are a lot of requirements for writing a good SOP, and auditors have a…
Optimizing Metal Melting
FOCO
Metal foundries are under intense pressure. Soaring energy bills now eat more than 30% of production budgets. Tough carbon regulations, such as the EU’s Carbon Border Adjustment Mechanism, reduce profit margins.  Foundries also struggle with costly scrap loss through melting and meeting tough…
Marked for Life
FOBA
In medical technology, safety is paramount. Every step in the manufacturing process must meet the highest standards, from patient protection to regulatory compliance. Because direct part marking plays a key role in ensuring traceability and unique device identification (UDI) conformity, it’s…
New NIST Reference Strengthens Quality Control for Biological Drugs
NIST
A rapidly growing category of drugs called protein-based biotherapeutics can be used to treat cancers and genetic and autoimmune disorders. These drugs, which usually take the form of large protein molecules, are manufactured by growing living cells that are genetically engineered to produce the…
5 Essential Elements Shared by Leading Supplier Quality Management Systems
Stephanie Ojeda
Global-scale events have tested the bounds of supply chain systems. The coronavirus, for example, made it clear how critical an efficient supply chain is for continuity and survival. It’s a real-world example of how important it is to have an enterprisewide system that uses a quality management…
Pharmaceutical Serialization
Nimax
Pharmaceutical serialization practices are on the rise and have progressively become a worldwide standard as a result of stringent regulations in various of markets, including the United States, European Union, China, and Argentina. Recent estimations found that by 2022 serialization practices had…
Why Quality Can’t Wait
Robyn Coward
In life sciences, every decision carries weight—and speed to market is an ever-present consideration. Scientific innovation is moving faster than ever, yet regulatory demands are growing more complex, and supply chain fragility has become the new normal. Within this volatile landscape, the role of…
Safety Management Control in Healthcare Environments
Jennifer King
Although patient safety is paramount in healthcare settings, about 1 in 10 patients is harmed in healthcare, and more than 3 million deaths occur due to unsafe care, says the World Health Organization (WHO). The reality is hospitals and healthcare facilities face numerous challenges in managing…
Carrying Out a Supplier Audit
Etienne Nichols
Good supplier management is one of the most important methods of building a safe and effective medical device. A single device may be made up of dozens of parts and components coming from several different suppliers, and many medical device companies outsource the manufacturing of their device to a…
Reclaiming Quality in the Age of AI, Drift, and Customer Distrust
Akhilesh Gulati
Complacency won’t show up on a control chart. But its damage is real. Can AI and systems thinking help us detect it and respond before trust is lost? As customer expectations evolve, one question remains: Are customers still at the core of your company’s operations? Back in 1999, a simple but…
A Tale of a Thousand Models
Harish Jose
I’m further exploring the notion of models and mental models. We often speak of mental models as though they’re neat packages of knowledge stored somewhere in the mind. These models are typically treated as internal blueprints and as simplified representations of the world that help us navigate and…
Are You Doing Your Best to Drive Customer Service?
John Tschohl
Why do customers patronize one company over another? Many of you might say that the quality and price of the products or services are key factors. But while those things might play into a purchasing decision, they aren’t the most important consideration. So, what is? Customer service. How you and…
Why Shutdowns, Turnarounds, and Outages Need a Digital Thread
Hexagon Manufacturing Intelligence
Did you know that shutdowns, turnarounds, and outages (STOs) can consume up to 50% of a plant’s annual maintenance budget? That’s according to a report by the Boston Consulting Group. STOs are among the most complex and high-stakes events in industrial operations. They’re costly, especially when…
5 Ways to Streamline Facility Maintenance and Simplify Operations
Bryan Christiansen
Facility teams are constantly balancing urgent repairs, preventive tasks, asset tracking, and compliance, all while ensuring smooth day-to-day operations. But when processes are manual, fragmented, or unclear, even simple tasks can spiral into delays, miscommunication, and wasted time. The…
The Arbitrariness of Objectivism
Harish Jose
Readers of my blog might be aware that I appreciate the nuances of cybernetic constructivism. Cybernetic constructivism rejects the idea that we have access to an objective reality. It doesn’t deny that there’s an external reality independent of an observer. However, we don’t have direct access to…
The AI Efficiency Trap: When Productivity Tools Create Perpetual Pressure
Cornelia C. Walther
When artificial intelligence burst into mainstream business consciousness, the narrative was compelling: Intelligent machines would handle routine tasks, freeing humans for higher-level creative and strategic work. McKinsey research sized the long-term AI opportunity at $4.4 trillion in added…
5 Key Elements of an Effective CAPA System
Etienne Nichols
The corrective and preventive action (CAPA) process is one of the most important elements within a medtech company’s quality management system (QMS). The goal of the CAPA system is to identify, address, and prevent systemic issues that could compromise product safety, regulatory compliance, and the…
Why QMS Software Is No Longer Optional in Regulated Industries
Stephanie Ojeda
Many companies are still clinging to paper-based and unconnected electronic processes, despite the clear disadvantages. Without modern tools like QMS software, these organizations risk compromising product quality, falling behind in compliance, and ultimately losing competitive ground. In contrast…
Transforming Audits With AI
Sanath Hegde
For quality heads, compliance officers, auditors, and engineering leaders, audits have been a time-consuming, resource-intensive process, yet necessary to build resilient operations, prevent costly failures, and maintain competitive advantage. The question isn’t whether to audit, but how to…
The Ethics of Choice
Harish Jose
In this article I’m exploring the need for ethics in systems thinking using the ideas of Heinz von Foerster and Russell Ackoff. The two come from different traditions within systems thinking. Von Foerster comes from physics and second-order cybernetics, and Ackoff from operations research and…
Why Forcing Women Back to the Office Will Cost Us Millions
Gleb Tsipursky
As companies and government agencies push forward with return-to-office (RTO) mandates, they risk exacerbating a workplace problem that many have failed to address adequately: gender discrimination. New research from the University of Toronto’s Rotman School of Management highlights how in-person…
How Tech-Enabled Solutions Can Simplify BRCGS Packaging Materials
Prasant Prusty, Arundhathy Shabu
A global food safety and quality certification, BRCGS (British Retail Consortium Global Standards) initially focused on food safety but now comprises various sectors such as packaging, consumer products, and retail. It aims to ensure that businesses maintain high standards of safety and quality…
FDA Guidances on AI-Enabled Devices
Etienne Nichols
As part of its effort to address the changing landscape around artificial intelligence (AI) in medical devices, the U.S. Food and Drug Administration (FDA) has recently released two new guidance documents on artificial intelligence-enabled device software functions (AI-DSF): • “AI-enabled device…
Accountable When AI Fails?
Cornelia C. Walther
On April 8, 2025, a driverless Zoox robotaxi misjudged an approaching vehicle, braked too late, and sideswiped it at 43 mph on the Las Vegas Strip. One month later, the Amazon subsidiary issued a software recall on 270 autonomous vehicles and suspended operations while regulators investigated the…

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