Modern products are rarely single, fixed configurations. Instead, they exist as families of variants designed to meet different customer needs, regulatory requirements, and operational environments. Managing this complexity requires a disciplined approach to product structure, configuration management, and verification. One of the most important concepts supporting this effort is the 150% eBOM. That leads to […]
Value Transforming Blog
In many organizations, teams face a subtle but dangerous behavior known as product development chicken. This occurs when individuals delay communicating problems or risks, hoping that someone else’s issue will surface first. Instead of addressing challenges early, teams wait until the project is already in trouble. The result is predictable: missed deadlines, increased costs, and […]
Why Test Failures Occur in Software Testing In software development and system engineering, test failures are often interpreted as evidence that the product contains defects. However, experienced engineers know that test failures can originate from multiple sources across the development lifecycle, not just the code itself. This post originated from a read of a LinkedIn […]
Risk Sensitivity Balance in Product Development and Manufacturing: Calculated Risks in a Technology-Driven World In today’s hypercompetitive environment, product development and manufacturing risk management have become strategic differentiators. Organizations that master risk sensitivity balance outperform those that either recklessly gamble or cautiously stall innovation. I have spoken and taught on risk management. Whenever risk comes […]
Centralized Computing and Edge Computing in Software-Defined Vehicles The automotive industry is undergoing a radical transformation driven by software-defined vehicles (SDVs), artificial intelligence, and connected car technologies. At the center of this shift is Centralized Automotive Computing, a modern architecture model replacing traditional distributed Electronic Control Units (ECUs). Combined with edge computing in vehicles, this […]
New Part Number vs Revision Level in Product Management One of the most debated topics in product management and configuration management is the decision between New Part Number and Revision Level. When should a design change require a brand-new part number?When is a revision level update sufficient? The answer affects traceability, supply chain management, quality control, […]
The Fantasy of No Regrets Thinking “No regrets.” It’s tattooed on forearms, stamped under vacation photos, and whispered like a life hack. But no regrets thinking assumes something profoundly unrealistic: that you had perfect information, flawless judgment, and a crystal ball. You didn’t. Adults make decisions under uncertainty. Children assume outcomes are obvious. That’s the […]
The Business Cost of Inadequate Testing and Verification Inadequate Testing Priorities: The Hidden Business Risk in Product Development In product development, testing and verification are often praised in principle but underfunded in practice. Organizations regularly declare quality as a core value, yet budget allocations and schedule pressures reveal a different reality. I am grateful to […]
AI in Product Development & Testing: Support and Refutation Artificial intelligence is rapidly reshaping how products are developed and tested — offering speed, insight, and automation, yet also raising questions about reliability, variability, and limits in real-world engineering. This article examines both the support for and refutation of the use of AI product development tools, […]
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