AI, Experimentation, and the Evolution of QA: Bart Knaack on Building Better Testing Practices Beyond the Hype
Bart Knaack
ProfTest
In this episode of the EuroSTAR Community Podcast, Bart Knaack shares his journey from pioneering the Test Lab concept to shaping how testers approach AI today. The conversation explores the balance between experimentation and practical thinking, highlighting how curiosity, failure, and critical thinking drive meaningful progress in software testing. Bart also challenges the overuse of AI, advocating for smarter, more intentional adoption within QA practices.
3 Takeaways
- Experimentation fuels innovation
Progress in testing often comes from trying new ideas, even when they fail. Learning from those failures is what leads to impactful concepts like Test Labs and collaborative testing practices. - AI should be used with purpose, not hype
Not every problem needs AI. Deterministic tools are often more efficient, and testers should carefully evaluate when AI truly adds value versus when it adds cost and complexity. - QA’s role is expanding, not shrinking
As AI generates more code, testers must focus on deeper validation, critical thinking, and areas like data quality, false positives, and system behavior, making QA more important than ever.
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About Me!
Bart Knaack is an IT consultant at at Professional Testing B.V. Bart has more than twenty years of experience in testing and test management. He’s contributed to testing projects and processes in roles of test manager, test data management team lead, and process improvement agent. Bart has coached testers, built up test teams and developed processes in test, test support and overall quality management and improvement. Bart is a frequent speaker at conferences, universities, and colleges. At EuroSTAR 2009, Bart co-founded the TestLab with James Lydnsay.