Optimizing for Local Maximum?

"We discovered that with every successive test, we were getting very, very nominal increases in upgrade rate," he says. "You might spend years testing a screen when the right solution at times is to explore an entirely different design and see if that leads us to a higher, a higher maximum" He adds: "There's never going to be like the best design in the world, right? There's always something that could be improved."