A team wired up Azure DevOps’ MCP server with GitHub Copilot to crank out Playwright end-to-end tests from manual test cases. They now run tests on demand from Azure Test Plans, convert entire test suites in bulk, and drop the results into CI pipelines—no hand-holding required.

System shift: AI's not just helping QA. It's rewriting it—turning old-school manual test cases into prompt-powered automation.