The Sembi Software Quality Pulse Report

This groundbreaking report compiles insights from nearly 4,000 software quality and security professionals to bring you the most honest, illuminating, and action-driven snapshot of the state of the industry yet.

Learn how teams just like yours are balancing demands for faster releases, higher quality, and more integrated processes in this AI-accelerated era.

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The real-world impact of AI in QA

AI is enabling us to produce code and automate processes faster than we’ve ever dreamed, but it’s also challenging our resources and still finding its footing in QA tooling.

53% of respondents' code is now AI-generated or AI-assisted

61% of QA teams report significant increases in demand from AI-generated code

Adoption of AI-driven QA tools is broad but fragmented, 61% of teams report minor or no positive impact yet

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Global map visualization showing AI-driven QA impact
Integrated quality and security workflow illustration

Aligning quality and security

Releasing software faster while also reducing risk feels like an impossible balance, but it isn't. The secret lies in aligning quality and security and building integrated quality operations.

32% of teams have low confidence in scaling QA and security together

Siloed teams, conflicting priorities, and late security involvement are holding teams back

Despite challenges, over 90% of teams see value in aligning quality and security

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Teams, tools, and KPIs

While much has changed, some things stay the same: QA teams are still trying to close the test automation gap, do more with fewer resources, and figure out how to measure what matters.

57% of tests are currently automated, with many teams stuck in the 'middle zone' of automation maturity

Teams are both prioritizing and struggling with coverage, automation, and scaling delivery

Nearly half of QA teams feel understaffed, with mixed certainty about future growth

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Bar chart style quality metrics illustration
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Free Webinar and Live Q&A

The Pulse of Quality Summit 2026

Go Beyond the Report. Join the Live Webinar.

Join industry pros on May 26 at 11 AM EDT / 5 PM CEST for a live discussion on the most important findings from the Software Quality Pulse Report. Get expert insight into the trends shaping QA and security and what they mean for the future of software quality.

Judy Bossi

Judy Bossi

Sembi VP of Product Management

Christian Beatty

Christian Beatty

Sembi VP of Marketing

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