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State of DevOps Report: AI in Testing Edition 2026
- Chapter 1: The Current State of Testing
- Chapter 2: The Role of AI in Testing
- Chapter 3: The Trade-Offs of AI-Powered Testing
- Chapter 4: Evolving Roles and Responsibilities
- Chapter 5: Governance and Compliance in Testing
- Chapter 6: Measuring the Business Value of Testing
- Chapter 7: Regional and Industry Variations
- Chapter 8: Recommendations for the Future of Testing
- Bottom Line
Report > State of DevOps Report: AI in Testing Edition 2026
Bottom Line
This report indicates that continuous testing practices are shifting toward hybrid execution, broader quality ownership, and increasing use of AI across testing workflows. Respondents report operational benefits, alongside gaps in cost attribution and governance maturity.
While AI-augmented testing offers undeniable benefits—improving code quality, democratizing test creation, and accelerating delivery—it demands a sophisticated approach to management. In 2026, testing leaders will be judged not by automation volume, but by governance maturity, AI accountability, and cost efficiency per validated release.
Organizations that succeed will be those that view testing not as a cost center, but as a strategic asset. By investing in the right hybrid infrastructure, upskilling their teams, and measuring what truly matters, these leaders will secure their place at the forefront of the digital future.
Back to topAcknowledgements
Thank you to the professionals who participated in the survey and to Panterra for analysis support.
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