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We Have Been Reporting Quality Wrong And It Is Hurting Our Teams
There is a reporting pattern I have seen repeated across teams, across companies, across industries. After every sprint, every release cycle, every test run, someone pulls together a report. It usually has a table of numbers. Bugs filed. Bugs fixed. Test cases executed. Pass rate. And somewhere in that report, there is an implicit scorecard…
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How I Help Teams Build & Scale Quality
No QA process. Automation nobody maintains. QA ignored when it matters most. These are the exact problems I’ve faced, learned to rise from, and now help other teams solve.
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The honest QA engineer’s guide to building an agentic automation pipeline with Playwright MCP and Claude Code
My honest journey from skepticism to a fully agentic automation pipeline. When Playwright MCP started showing up everywhere in the QA and dev communities, I did not start believing the hype instantly. My instinct was to prove and test it, not adopt it blindly. I’ve been in QA for 15 years and I’ve seen enough…
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The Books That Shaped My Strategy as a Quality Advocate
Early in my career, I thought mastering testing techniques would be enough. Write good test cases.Execute thoroughly.Report clearly.Improve coverage. But as my responsibilities grew into leading teams, shaping strategy, influencing stakeholder, I realized something important: Quality isn’t a testing activity.It’s a system. Over time, certain books reshaped how I think about testing, leadership, strategy, customer…
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QA Vision for the Year 2026: Build, Share, and Champion Quality
This year I’m making my work more visible—not for vanity, but for usefulness. I want to document what I’m learning in real projects, the mistakes and recoveries, and the practical tools that actually help. My hope is simple: other QAs can pick up something they can use this sprint, and we can learn together. Below…
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Transforming Quality Assurance: From Bug Hunter to Business Enabler
I used to think that being a credible Quality Assurance professional meant: For quite a while, this mindset of testing worked. Until, in the past 5 years, the landscape and expectations from product delivery changed. The time-to-market requirement, from the business point of view, has been more tight than ever. Implications on Testing The Result…
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QA’s evolving functions in the AI era
Before anything else, let me start with this: We’re Not Being Replaced, We’re Evolving AI isn’t eliminating QA—it’s expanding it. Our work shifts from only validating UI/business flows to shaping data, safety governance and regulation, evaluation, and continuous improvement across the foundation model (FM) lifecycle. With the right education, skills and methods, us QAs become…
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Test case a strategical map for QAs as a true business enablers
In today’s fast-moving releases, test cases often become long checklists that don’t guide decisions. In some cases, this is the very first thing that is omitted. I’m sure this is not news to all of us QAs. Every time a release is in the nick of time, more often than not, you have heard stakeholders…
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Test Estimation That Stakeholders Respect (No Hand-Waving)
you’ve ever been asked:👉 “How long will testing take?”…you know how tricky test estimation can be. Too vague → stakeholders lose trust.Too detailed → you sound defensive. The solution? A structured, risk-aware estimation approach that balances accuracy with business priorities. ❌ Why Estimations Fail Result: stakeholders feel QA is just guessing. ✅ A Practical Test…
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Locator Strategy That Actually Reduces Flakiness
One of the top frustrations in test automation is flaky tests — tests that fail sometimes, pass other times, even when nothing changed. 👉 Most of the time, the culprit is a bad locator strategy. In this guide, I’ll show you how to pick locators that actually reduce flakiness, with real-world examples and templates you…
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