The Managed Voice Margin: Why AI Call Centers Reward Oversight, Not Automation

AI call centers shift agency economics from per-seat resale to per-resolution managed service, where the margin sits in the human oversight layer rather than the automation itself. Agencies that sell raw AI answering capacity compete on price against every other reseller; agencies that sell vertical-trained workflows, escalation design, and quality review hold retainers that survive vendor churn. The window is open now because compute cost pressure and rapid model turnover are forcing clients to buy implementation help, not licenses.