The Chatbot Escalation Tax: Why Managed AI Support Retainers Outlive Setup Fees

AI chatbots are sold as headcount replacement, but the durable agency margin sits in the escalation layer clients cannot staff themselves. As autonomous agents drift past intended boundaries and buyers research through AI assistants before they ever click, the retainer belongs to whoever owns handoff design, knowledge grounding, and monthly transcript review.