Yes, I know that, but since the OP specifically asked about running all three fans at a lower speed, the lack of speed control means it won't work
for what they want to do. Perhaps I should have been explicit about that in my answer, but I was kind of assuming people would infer that bit from the question.
As the OP wants to control the speed of the fans (even if that
currently just means running them all at a single lower speed), a fan controller is the best option, and given you can get a 3 channel controller for < £15 it's not an exorbitant expense, and would then give them the option of individually controlling the speed of the fans later if they found that suited their purposes better.
And, you know, it's a better option than spending a fiver on something that won't actually do the job they want...