Rare binary outcome model

Are there any typical Bayesian models or distributions that can predict rare positive cases well (say below 1%), where we have many covariates. Anything that does better than normal logistic regression?

One thing that improves on logistic regression near boundaries is using alternative link functions that decay more slowly in the tails.