I've been asking for uncertainty bounds (e.g. confidence bounds, prediction bounds, etc.) on surface plots for years but I don't think it's ever going to happen. I guess it's more difficult to code than I had realized. Regardless, I thought I'd ask again.
I also thought I'd mention that it's not always possible to reproduce the uncertainty bounds of a saved prediction equation in the factor profiler. Sometimes you can save the uncertainly equation and get it to work, but it doesn't work for all models such as Generalized Linear Model (GLM) for example. I need to be able to stack multiple prediction equations in the factor profiler in order to see how different outputs behave across the same input domain space. Unfortunately I can't get the uncertainty bounds to come up for all the different prediction equations JMP offers.