Abstract This paper aims to establish distribution-free concentration inequalities for the log-likelihood function of Bernoulli variables, which means that tail bounds are independent parameters. Moreover, Bernstein’s and Bennett’s with optimal constants obtained. The simulation study shows significant improvements over previous results.