Executive Summary As our B2B SaaS platform scaled across thousands of enterprise organizations, our customer support and reliability engineering teams faced a classic infrastructure challenge: maintaining sub-minute response times and high resolution quality without linear headcount expansion. While the broader industry witnessed an influx of generative AI conversational interfaces, the vast majority of commercial support bots prioritize ticket deflection over authentic probl