Product Launch Delays Continue to Impact Automotive and Technology Programs A recent Gartner study noted that nearly half of product launches experience delays of at least one month. That statistic should surprise nobody working in modern vehicle development, software-defined systems, or complex manufacturing programs. The causes of Product Launch Delays are often deeper than scheduling […]
How to Use AI in Business Processes for Faster Quoting, Smarter Design, and Improved Manufacturing Quality Artificial intelligence is no longer experimental—it is becoming essential for companies looking to improve speed, accuracy, and decision-making. The real opportunity lies in applying AI business processes across the value chain, particularly in quoting, design exploration, material substitution, and […]
Why Most Testing Strategies Fail: The Real Problem Isn’t Testing This post is borne out of a LinkedIn post. If you’re responsible for testing, here’s a simple question: 👉 Do you actually know what’s going on? Not what’s reported.Not what’s assumed.What’s really happening? Because in most organizations, what looks like a testing strategy failure isn’t […]
Introduction – Delays Are a Symptom, Not the Problem “Engineering needs three more weeks.” This post was prompted by a LinkedIn post Prevent Delays with CM2. This statement has become normalized across industries, yet it signals something deeper than scheduling inefficiency. Configuration Management Delays are not caused by lack of effort, poor planning, or even […]
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 […]
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 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, […]