If you haven’t figured it out already I think the problem could be the similar to this: Using az.compare With Bambi Models
I don’t know what exaclty you did from the code you provided but for model comparison you would need to include idata_kwargs=dict(log_likelihood = True) when fitting your model to be able to compare them later