The IPv4 networking case is especially weird to think about because the early internet didn't use classless-addressing before CIDR.

Thinking about the number of bits in the address is only one of the design parameters. The partitioning between network masks and host space is another design decision. The decision to reserve class D and class E space yet another. More room for hosts is good. More networks in the routing table is not.

Okay, so if v4 addresses were composed of four 9-bit bytes instead of four 8-bit octets, how would the early classful networks shaken out? It doesn't do a lot of good if a class C network is still defined by the last byte.