Classify
Understand the request, urgency, sentiment, and likely customer objective.
Handle routine service work within policy and hand high-risk moments to people with the relevant history, reasoning, and proposed resolution attached.
A billing dispute arrives with urgency, repeat-contact history, and language that signals churn risk.
Understand the request, urgency, sentiment, and likely customer objective.
Retrieve account and policy context and prepare a bounded resolution path.
Send exceptions, sensitive cases, and high-value credits to the right support lead.
Preserve one conversation and one history across the automated and human handoff.
Baseline → agreed target → observed result
Start with one customer journey, one measurable outcome, and explicit approval boundaries.
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