It's way easier to tell when looking at the 8008.

The 4004 has all kinds of strange instructions, like DAA (for BCD) and separate instructions for accessing main memory, ROM, and RAM. It's pretty clear that it was made to be in a calculator.

On the other hand, the 8008 has the familiar IN, OUT, MOV, PUSH, etc.