This article discusses the importance of human accountability in AI-assisted configuration management, emphasizing that governance failures, rather than technical issues, led to AI’s biggest failures in 2025. It highlights the necessity for clear ownership in processes and warns against over-relying on AI, which cannot replace human judgment, responsibility, and engagement in organizational culture.
The article emphasizes the need for organizations to reassess their configuration management frameworks in light of rapid software deployment. It suggests that a granular approach, distinguishing between low-risk and high-risk changes, is essential. By implementing tiered governance, companies can maintain both speed and control, enhancing overall software delivery efficiency.
This article discusses the importance of separating change governance functions within organizations to improve project outcomes. It introduces the Enterprise Change Assessment, Change Review Board, and Change Implementation Board as distinct roles that clarify assessment, decision-making, and implementation, addressing common issues like budget overruns and unclear responsibilities in project management.
This article discusses the integration of AI in configuration management, highlighting the governance gaps between probabilistic AI outputs and established deterministic standards. While AI-driven tools improve efficiency and data accuracy, concerns arise about the erosion of human expertise and the need for frameworks to validate AI-generated analyses, especially in regulated industries.
This article emphasizes the importance of comprehensive Configuration Management (CM) maturity assessments that not only evaluate processes and tools but also consider strategy, governance, and organizational culture. It advocates for clearly defined roles, leadership engagement, and continuous improvement to ensure effective CM practices. The goal is alignment and sustainable capability development within organizations.
This article discusses the role of maturity models in organizational improvement, particularly in configuration management. While they can provide structure, they often become distractions if misused. Organizations should focus on addressing specific problems instead of chasing higher maturity levels. Effective governance and senior leadership are essential for achieving genuine improvements.
This article is part of the How Do YOU CM2? blog series in collaboration with the Institute for Process Excellence (IpX). Although I receive compensation for writing this series, I stand behind its content. I will continue to create and publish high-quality articles that I can fully endorse. Enjoy this new series, and please share your thoughts! In case you missed them, you can find the following How do YOU CM2? posts in the… Read More »How Do YOU CM2? – Part 4
The article discusses the importance of Configuration Management (CM) in organizations and challenges the notion that it belongs solely to engineering, quality, or manufacturing departments. It emphasizes that CM must be integrated across all processes to ensure consistency and traceability, ultimately enhancing efficiency, product reliability, and customer satisfaction.