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QA Metrics That Still Mean Something in the AI Era
Headline

QA Metrics That Still Mean Something in the AI Era

by Software Testing Magazine in Headline 1

Metrics exist to answer two questions: how good is the software we deliver, and is our testing approach actually working? AI-generated tests broke the old answers to both. QA metrics were never really about numbers. They exist to answer two questions. First, how good is the software we are delivering to customers? Second, is our testing approach actually working, or are we just going through the motions? share share share share 

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Knowledge

How to Validate AI Models for Regulated Industries

July 31, 2026 0

Artificial intelligence is quickly moving from experimental labs into key business functions. This shift creates significant challenges for highly regulated sectors like finance, healthcare, and aviation. Ensuring AI models are reliable, fair, and compliant isn’t just a technical detail; it’s essential for keeping public trust and avoiding serious legal and financial problems.

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Knowledge

  • End-to-End Testing Strategies for Customer Lifecycle Workflows

    July 27, 2026 0
    Testing modern business processes requires a different approach than traditional software testing. When customer interactions flow across multiple systems and touchpoints, gaps in validation become costly. This article explores how end-to-end testing (E2E) addresses the complexity of customer lifecycle workflows and why organizations need a structured strategy to ensure every [...]

  • QA Metrics That Still Mean Something in the AI Era

    July 23, 2026 1
    Metrics exist to answer two questions: how good is the software we deliver, and is our testing approach actually working? AI-generated tests broke the old answers to both. QA metrics were never really about numbers. They exist to answer two questions. First, how good is the software we are delivering [...]

  • How Software Quality Impacts the Automotive Buying Experience

    July 23, 2026 0
    Buying a car no longer starts when someone walks into a dealership. For most buyers, the journey begins online. They compare models, browse finance options, check vehicle availability, read reviews, and book test drives before speaking with a salesperson. Every one of these interactions shapes their impression of the dealership. [...]

  • Software Testing Is a Customer Experience Strategy

    July 22, 2026 0
    Most people only think about software testing when something goes wrong. A payment fails, an app crashes, or a login page refuses to work. While these may seem like technical issues, customers see them very differently. To them, every glitch reflects the quality of the business behind the software. share share share share 

Tools

  • Open Source API Testing Tools

    March 3, 2026 6
    The rising trend of using SOA and then microservices as a software architecture has led to the creation of multiple tools for automated testing of the services API. This article presents a list of open source API testing tools. share share share share 

  • Open Source Test Management Tools

    December 2, 2025 4
    Test management is defined by Wikipedia a part of the software testing process that includes the planning of tests and test cases, their execution and the storage and analysis of the tests results. This is achieved also by the integration with requirements management tools, functional software testing tools like Selenium [...]

  • Streamline Quality Assurance Processes with Next-generation Test Management Tools

    November 25, 2025 0
    The challenges faced by QA teams can lead to delays and missed issues in software development. But AI-powered test management tools provide a way of improving efficiency, visibility, and overall software quality. share share share share 

  • Free Load Testing Tools & Services

    October 31, 2025 5
    The software development trend that shifts the target platform from the desktop to web, cloud and mobile applications has fostered the development of load testing services and performance testing tools on the web. It is an obvious option to use web-based and cloud-based load testing tools for applications that can [...]

Videos

  • Industrial Strength Software Testing for Complex Systems

    June 9, 2026 1
    Complexity is a property of software systems with lots of components that interact in lots of ways. Bugs thrive in complexity. Inert bugs in one component may be activated by seemingly unrelated changes in another. Latent bugs may take years [...]

  • Story Maps and Behavior-Driven Development (BDD)

    January 30, 2026 2
    This is a hands-on practical session about agile testing where participants split into groups and learn how to do story mapping and how to write Given-When-Then Behavior-Driven Development (BDD) tests. share share share share 

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