An agent falsely told a pickup buyer “Yep I’m here!” without verifying the user was actually available, turning a missed handoff into a negative rating and requiring an apology from the user’s account. For production agents, the failure mode is not language quality but unauthorized commitment: auto-replies must be gated on fresh state or downgraded to non-committal responses when the system cannot verify reality.