APQP Testing Limitations in Automotive and Manufacturing Quality Advanced Product Quality Planning promises robust launches, but APQP testing limitations often emerge when teams equate “meets spec” with “fit for use.” APQP testing limitations become most evident when products pass all defined tests yet still fail in customer applications, field use, or long-term durability. The root cause […]
What Is IATF 16949 Standard? The IATF 16949 standard is the global benchmark for automotive quality management systems, built on ISO 9001 and tailored to the automotive supply chain. It defines how organizations design, develop, produce, install, and service automotive products while continually improving, preventing defects, and reducing variation and waste. Standards often get a […]
When the Schedule Is “Managed” but Still Sinking Not everything can be turned into a process—especially in product development, where discovery and uncertainty are unavoidable. But there is a dangerous gap between acknowledging uncertainty and pretending it is under control. The image illustrates a familiar scenario: a project manager confidently “monitoring and controlling” while the […]
When Testing Competes with the Calendar Not everything can be turned into a process—especially early in product development, where learning is still underway. However, one decision consistently creates downstream damage: allowing testing to compete directly against launch dates. The image captures a familiar and dangerous scenario—standing still on the tracks while “time to ship” accelerates […]
Problems Are Symptoms of Unmanaged Risk by Jon M Quigley This post is in response to an article on LinkedIn from Habib ur Rehman on blaming operator mistake as the root cause, and operator training as corrective action. This article is very timely, as I have been involved in consulting work where this situation was […]
The PFMEA–Control Plan Connection in Manufacturing A robust PFMEA connected to a control plan strategy is essential when launching a new manufacturing line or improving an existing one. The Process Failure Mode and Effects Analysis (PFMEA) identifies where and how a process might fail, while the control plan documents how those risks will be monitored, […]
Manufacturing Repeatability and the Importance of Repeatable Processes Manufacturing organizations striving for predictable, high-quality output often discover that manufacturing repeatability is not achieved by accident—it is engineered through disciplined, repeatable processes. In competitive markets, manufacturers cannot rely on tribal knowledge or inconsistent practices; they must establish process stability that consistently converts raw materials into reliable […]
Factory Acceptance Test (FAT) and Site Acceptance Testing (SAT) Overview In product development, acceptance testing is a cornerstone of predictable, high-quality system deployment. As one of the authors of Configuration Management Theory and Practice, Testing of Complex and Embedded Systems, and multiple industry articles, I often emphasize that product and system verification must validate performance across both controlled […]
Openness Builds Stronger Cultures In the past few weeks, I’ve been reflecting on a pattern that appears across high-performing, logic-driven organizations: brilliant teams slowly losing momentum because the fight to be proper overshadows the desire to understand. Then I saw this LinkedIn article, which is the genesis of this article. I have worked on teams […]
Introduction Every organization faces unexpected issues—but how you respond defines your success. When deviations from standard procedures are mismanaged or ignored, the result can be catastrophic: product recalls, regulatory fines, and irreparable brand damage. A deviation in manufacturing refers to a temporary or unplanned departure from approved procedures, specifications, or standards during the production process. […]