> Same token burn / cost though right?

Not quite. One, because you save on the initial query being sent multiple times. Two, because the reasoning will be very similar at the beginning; "user asked me to", "let's check what's in this project already", etc. you'll get similar actual output cost, but input and reasoning will be shorter.