Claim intake is a structured interview. Handled conversationally, and written straight into the claims system, it stops being the worst call of the customer week.
Benefit language is precise and unreadable at the same time. Grounded answers can be both correct and human, provided the model never guesses at coverage.
Escalation is where most deployments lose the customer. Carrying the full transcript, the intent and the systems state into the agent desktop changes the economics.
A checklist drawn from real reviews: where data lives, how long it stays, what the model is allowed to see, and who can prove it after the fact.
Arrival, room readiness, dining, late checkout. Each is a moment the property already knows about and rarely mentions until someone calls the front desk.
Every answer now carries a reference to the record it came from, and anything unsupported is routed to a human instead of generated.
Recovery is largely solved by operations teams. What fails is telling ninety thousand people, individually, what it means for them in the next two hours.
Containment rate rewards the wrong behaviour when it is the only number on the dashboard. Three metrics we pair with it in every deployment.
Status checks are the highest-volume, lowest-value contact in most insurers. They are also the easiest place to prove the platform works.
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