Yes the aviator 4.6 is similar to the mach motors. Alum block - same heads etc. Different upper intake as IIRC it faces the driver side (Been 12+ years since I put an aviator motor in a 96 cobra). But with the correct lower intake - the eaton will bolt right on easily. Plenty of threads on all the needed swap parts (Lengthy list as you would imagine).