Given x amount of points in Cartesian Space, how would one go about proving or disproving that there exists a circle whose perimeter passes through all of these points?
I don't believe that there's a one or two step, simple answer so even a rough explanation of an algorithm that could conquer this would be much appreciated.

Four points $A,B,C,D$ lie on a circle if and only if the following three conditions are satisfied:
For more than four points? A set of $n$ points with $n\ge 4$ lie on a circle if each subset of four of them lies on a circle. After all, any three of them determine a circle. Two quartets that share three members thus lie on the same circle, making all five points involved lie on that circle; repeat to get all of the points.