We prove that there exists a universal constant D such that if p is a prime divisor of the index of the Fitting subgroup of a finite group G , then the number of conjugacy classes of G is at least $Dp/\log_2p$. We conjecture that we can take $D=1$ and prove that for solvable groups, we can take $D=1/3$.