Best-fit use cases
- A product team needs brand voice samples in several languages without losing review control.
- A media workflow needs repeatable script checks before sending work to a VoxCPM inference queue.
- An ML team wants the same readiness checklist for Python API, CLI, Gradio demo, and vLLM serving paths.