Learn AI for QA
Practical playbooks on Agentic AI, MCP, GitHub Copilot, and AI-powered test automation — grounded in what actually ships.
I'm Neelam Pal — a QA Architect who has spent the last 18 years building test strategy, leading quality engineering teams, and teaching engineers how to grow their careers with AI, automation, and clarity.
How I help
Everything I share comes from shipping quality at scale — not theory.
Practical playbooks on Agentic AI, MCP, GitHub Copilot, and AI-powered test automation — grounded in what actually ships.
Resume rewrites, LinkedIn positioning, and interview prep tailored to senior QA and architect-level roles.
Frameworks for test strategy, team structure, and quality transformation used across Fortune 500 engineering orgs.
Featured resources
Free, practical, and updated as tools and practices evolve.
Weekly, practical guidance for QA professionals.
OpenSample repos for Playwright, Selenium, MCP, and CI.
OpenDaily notes on QA, AI testing, and career growth.
OpenDeep dives, walkthroughs, and live coding sessions.
OpenResume templates, interview guides, and checklists.
OpenWriting
Practical essays on AI testing, QA leadership, and career growth.
A grounded look at where autonomous agents help testing today — and where they still fall short.
Read articleHow Model Context Protocol changes the way test suites are generated, reviewed, and maintained.
Read articleThe structure, language, and evidence recruiters look for at architect and director levels.
Read articlePrompts, patterns, and guardrails for using Copilot across API, UI, and integration tests.
Read articleThe technical, strategic, and communication moves that mark the jump to architect.
Read articleFrameworks and templates from real Fortune 500 quality transformations.
Read articleCourses & learning
Curriculum built from real enterprise engagements and updated as the field moves.
Full-length courses on Playwright, Selenium, API testing, and AI-powered automation.
Small-cohort sessions on QA leadership, test strategy, and interview preparation.
Structured learning paths for AI for QA and career transitions into architect roles.
Testimonials
"Neelam's guidance reshaped how our team approaches automation. Her frameworks feel obvious in hindsight — that's the mark of great teaching."
Senior QA Engineer
Global fintech
About
I'm a QA Architect with 18+ years of experience across enterprise engineering — from large financial platforms to healthcare, retail, and SaaS. My work sits at the intersection of test strategy, automation architecture, and team leadership.
Over the last few years, I've focused on how AI changes quality engineering: Agentic AI, MCP, GitHub Copilot, and modern test automation with Playwright and Selenium. I speak at conferences, teach thousands of engineers online, and mentor individuals stepping into senior QA and architect roles.
Everything I publish comes from real projects. I write and teach because the field needs fewer opinions and more practical guidance — the kind that helps a working QA engineer make a better decision on Monday morning.