Label studio is fine if it covers your need, but in many cases the core opportunity in an eval interface is fitting in with the SME’s workflow or current tech stack.

If label studio looks like what they can use, it’s fine. If not, a day of vibecoding is worth the effort to make your partners with special knowledge comfortable.