Handoff Fidelity Threshold

Handoff Fidelity Threshold is the point at which a chatbot's automated resolution stops being cheaper than a clean transfer to a human. Below the threshold, every extra automated turn saves the agency money. Above it, each additional bot turn adds rework, apology credits, and churn risk that the retainer has to absorb. The framework forces agencies to define the threshold per client before deployment, not after the first complaint. A support bot trained on uploaded documents and website content can resolve repetitive questions well, but the moment a query touches billing disputes, refunds, or account-specific history, the cost curve inverts. The practical test: measure containment rate and escalation satisfaction separately, because a 70 percent containment rate with angry escalations is worse economics than 50 percent containment with clean transfers. Agencies that price managed chatbot retainers on containment alone are selling a metric that hides the expensive half of the conversation.