AI agents enter insurance shopping and servicing workflows

Liberate's AI callers signal a shift toward machine-to-machine insurance shopping and servicing, requiring carriers to distinguish automated agents from human callers while preserving licensed-human escalation and core-system integration. Consent, authentication, quote accuracy, disclosure, and inflated-demand controls are emerging governance questions, although the evidence remains vendor-led.