Every day, quality teams face new anomalies, new complaints, and new signals. The real question is:Which issue becomes tomorrow’s recall if you don’t act today?During MAPconnnected’s Service & Warranty Lifecycle Summit, Arnon Shaffir, VP of Business Development at Upstream discussed why after-sales quality is becoming a data science and ML problem, not a reactive service function. And he unpacks what “shift left” really means in practice — and why most quality initiatives never make it to production.