Customer calls are usually recorded for service or quality purposes, not for resale into a third party's training corpus. Purpose-built scenarios preserve the channel, vocabulary, and interaction patterns while giving the project a documented consent chain.

Scripts can constrain domain coverage without turning every line into read speech. Moderated role-play leaves room for natural repairs, questions, interruptions, and escalation behavior.