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AI and Machine Learning Advances

ISSN: 3067-3216

The AI and Machine Learning Advances Journal works towards becoming a leading journal for AI/ ML research findings. In this way, it performs a function of connecting academic, industrial, top machine learning algorithms and governmental researchers to exchange know-how and innovations that are shaping the development of intelligent systems at the present time.

Article Views: 273

Engineering Excellence Starts with Quality: Why Global Product Teams Must Own It Together

1*Chandrani Gupta Chowdhury

1 Colorado Technical University, USA

Received: 02-May-2026 | Revised: 14-May-2026 | Accepted: 26-May-2026 | Pages: 50-62

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Doi

https://doi.org/10.64220/amla.v2i2.004

Abstract

Even with the improvement of tools and technologies, defect leakage continues to be a problem for multinationals product engineering teams. As systems become more complex due to distributed development, cloud-native platforms and microservices, the traditional approach to quality assurance (QA) is becoming less effective. This paper examines the reasons for leakage of defects into global product teams and suggests the Shared Quality Ownership Framework for spreading the responsibility for quality throughout the life of the product. The aim is to move away from “reactive” QA and towards a more “proactive” and collaborative quality management. This conceptual review combines the theories behind software quality, Shift-Left Engineering, DevOps, and organizational behavior. The Shared Quality Ownership Framework is designed, focusing on team collaboration across engineering, product management, design, Quality Engineering (QE), DevOps/SRE, and product market activation teams. It’s all about predicting future defects and ongoing feedback cycles. The framework facilitates early defect identification, improved product stability, and quicker release cycles. It creates better functional coordination, decreases the escape rate of defects, and increases release confidence, and encourages a culture of shared responsibility. When quality is built into the product throughout the design process, it not only stabilizes the product, but also streamlines the innovation process and decreases the number of defects. The Shared Quality Ownership approach creates engineering excellence and enhances product teams around the world.

Keywords

Engineering excellence; Shared quality ownership; Quality engineering; Shift-left testing; Defect leakage; Global product teams.

Cite this Article

APA Style

Chowdhury, C. (2026). Engineering Excellence Starts with Quality: Why Global Product Teams Must Own It Together. *AI and Machine Learning Advances, Volume 2 (2026)*(Issue 2), 50-62. https://doi.org/10.64220/amla.v2i2.004

MLA Style

Chandrani Gupta Chowdhury. "Engineering Excellence Starts with Quality: Why Global Product Teams Must Own It Together." *AI and Machine Learning Advances*, vol. Volume 2 (2026), no. Issue 2, 2026, pp. 50-62. https://doi.org/10.64220/amla.v2i2.004

Chicago Style

Chandrani Gupta Chowdhury. "Engineering Excellence Starts with Quality: Why Global Product Teams Must Own It Together." *AI and Machine Learning Advances* Volume 2 (2026), no. Issue 2 (2026): 50-62. https://doi.org/10.64220/amla.v2i2.004