I think it used to be more true than it is these days.
I used to be able to pick graphics/physics engine by feel alone. PhysX and Havok used to feel very different. Quake 3/Half Life/Unreal used to feel very different. But that's all largely been paved over.
Actually I think I can still spot Crytek tbh.