
The widespread obsession with quantitative benchmarks in artificial intelligence deployment has created a dangerous illusion where technical perfection masks total operational failure. As organizations rush to integrate large language models and automated reasoning into their customer service workflows, a significant gap has emerged between what engineers call success and what customers experience as value. This research investigates why systems that










