You said: "However, I have used several startups options of AI document review and they all fall apart with any sort of prodding for specific answers. "
I think you will find that this is because they "outsource" the AI contract document review "final check" to real lawyers based in Utah ... so, it's actually a person, not really a wholy-AI based solution (which is what the company I am thinking of suggests in their marketing material)