The Escalation Margin: Why Conversational AI Economics Hinge on Human Handoff

Conversational AI has crossed from differentiator to baseline expectation, with 83% of B2C marketing decision makers already working with AI agents. The agency margin is no longer in deploying a bot; it sits in the escalation path, where agent platforms connect to CRM and ticketing systems so a frustrated customer reaches a human with full context. Agencies that sell autonomy without designing that handoff inherit churn and rework, while those that scope it deliberately turn support cost reduction into a defensible retainer line.