Binomial and Poisson regression can both be performed with non-canonical link functions, which sometimes provide a better fit or more interpretable results (see

Binomial and Poisson regression can both be performed with non-canonical link functions, which sometimes provide a better fit or more interpretable results (see: canonical link for gamma regression).