Marketing promises surrounding generative voice infrastructure routinely collide with the cold realities of production networking. While vendor demonstrations feature expressive, zero-shot synthesized monologues, deploying conversational voice bots or localized interactive voice response (IVR) systems at scale reveals an entirely different operational profile. Teams face steep per-character cost..