Author: Anket Jadhav
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Test Suite Optimization: From 44 Minutes to Under 6
Quick Summary A test suite optimization engagement for a SaaS platform’s Playwright regression suite – 44 minutes to under 6 in ten weeks, total tests cut by 50%, flake rate from 14% to 3%. Below: diagnostic, three-layer architecture, AI-assisted flake clustering, and lessons. If your regression suite has crept past forty minutes, engineers have stopped running it…
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Eliminating QA Bottlenecks with AI Test Case Generation
Every sprint, our QA engineers spent the majority of their time not testing – but writing. Writing manual test cases from scratch. Writing automation scripts line by line. When sprint pressure mounted, the writing got faster and the coverage got thinner. AI test case generation changed both – reducing test authoring time by approximately 60%…