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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 0

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 

Featured

Featured

How Software Quality Impacts the Automotive Buying Experience
Knowledge

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.

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Knowledge

  • The Right Accessibility Testing Partner: What to Look for When Considering Nearshore Team Augmentation

    July 21, 2026 0
    Digital accessibility has moved from a nice-to-have to a legal and business requirement. Companies across every sector are facing lawsuits, compliance audits, and customer complaints tied to inaccessible websites and applications. At the same time, many organizations lack the in-house specialists needed to test against WCAG 2.2 standards properly. share share share share 

  • Reliable Content Moderation Depends on Testing More Than the Happy Path

    July 17, 2026 0
    A user posts a harmless product photo, uses ordinary language, and receives an immediate approval. That is the happy path. It is also the least revealing test case for a platform that accepts reviews, comments, images, videos, or live chat. share share share share 

  • Why Stable Test Environments Matter for Software Quality

    July 15, 2026 0
    There are 4.3 million developers in the country, many of whom deploy code daily only to encounter a broken staging server. When staging environments constantly shift, finding bugs turns into a guessing game, causing delivery schedules to slip. Unpredictable test beds cost development teams valuable time and reduce release confidence. [...]

  • Splitting Regression Tests on an E-commerce Backend

    July 15, 2026 0
    In this article, Mikhail Golikov, the sole QA on a seven-team backend e-commerce platform, explains where each regression check belongs, in the browser or at the API. He shares the rule he actually uses, two bugs that only one layer could have caught, and the realization that finally made his [...]

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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