A global quick-service restaurant (QSR) brand faced significant hurdles in assuring the quality of its AI-based Drive-Thru Order Taker (AOT) system. The initiative required faster regression cycles, higher automation coverage, and consistent performance across diverse markets. To address these challenges, the brand turned to a strategic partner to modernize its quality engineering approach and embed automation at scale.