I am dealing with handling overdispersed count data(Poisson distributions fails to fit).

I need to compare three different mixtures of Poisson rate parameter distributions using a simulation study.

I would like to know the available methods(apart from Likelihood ration and Pearson's Chi Square test) to compare three completely different distributions to fit overdispersed count data.

Any reference also highly appreciated!!

Thank you for your kindness.