Hi @elb89,
Since you're doing a DoE, I would advise you to create your full factorial design with the JMP "Custom design" or "Classical" design platform, and then look at the Power calculation for the effects included in the model in the "Evaluate design" menu (or just before creating the DoE table, you can review and assess your DoE capabilities/performances in the panel "Design evaluation").
Depending on your goal, you can also play with the number of runs, type of design and optimality criterion, and compare the different designs (in "DoE", "Design diagnostics" and then "Compare designs") to see which one would be the most interesting one for your case.
Victor GUILLER
L'Oréal Data & Analytics
"It is not unusual for a well-designed experiment to analyze itself" (Box, Hunter and Hunter)