Companies repeatedly need support engineers to diagnose medium-to-high complexity technical issues across APIs, infrastructure, mobile apps, GPU clusters, databases, microservices, and customer configurations. These escalations often arrive through tickets, Slack, and calls, forcing support teams to manually collect context, reproduce symptoms, identify likely causes, and decide when Product or Engineering must step in.