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Over a decade of experience building and scaling QA functions across fintech, medtech, and SaaS — from regulated global healthcare platforms to fast-paced startups. Proven track record of cutting release cycles by 85%, reducing defect escape rate to under 10%, and driving 80% automation coverage with lean teams. Strong background in risk-based testing, shift-left/shift-right practices, AI-driven QA tooling, and translating quality data into C-suite decision-making.