A company invested $660K in an AI platform (Axon) designed to automate client engineering ticket processing, achieving high daily ticket throughput and reduced operating costs. However, the AI primarily handled surface-level ticket routing and auto-responses, with a high ticket reopen rate (41%) and human escalation rate (37%), indicating unresolved issues. The AI failed to cover off-hours effectively and mishandled critical incidents, including a major compliance pipeline failure that caused $3.15M in losses due to incorrect rollback and lack of awareness of manual hotfixes. The platform's metrics were misleading, and human expertise remained essential for complex, off-hours incident resolution.

Jun 1, 2026, 4:00 AM