What's the alternative should PKI collapse?
No, this is not correct.

Your fallacy here is to assume that a public-key infrastructure implies RSA. RSA is just a way of implementing an PKI.

There are other cryptographic schemes out there that do not reduce to the problem of factoring large numbers.