While genetic algorithms are highly iterative and often computationally expensive approaches to randomized search, they are vastly more efficient actual brute force methods. It would be better to say "it is more of a 'randomized search' method", especially with the connotations associated to actual brute force techniques.

https://en.wikipedia.org/wiki/Random_search