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2026 Sembi Software Quality Pulse Report

What nearly 4,000 software quality and security professionals say about AI in QA, QA and security convergence, and the teams, tools, and KPIs behind release quality.

What to expect:

  • How AI-generated code is changing the demand on QA, and why most teams see only minor or mixed impact from AI testing so far
  • Why QA and security struggle to align, what blocks them, and where investment is going next
  • Top QA priorities and challenges, and how much testing teams have actually automated

From the report

  • 57%

    of QA tests are automated on average.

  • 53%

    of respondents' code is now AI-generated or AI-assisted.

  • 61%

    of teams report minor, mixed, negative, or no impact from AI-driven testing so far.

  • 33%

    are very or extremely confident they can scale QA and security together.

See where your team stands against these numbers: take the Merito + TestRail Quality Engineering Maturity Assessment.

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