...no need to replace a good working solution unless you want heat too. The window units are paid for and keeping the place cool.
The way those window units eat electricity, they're never completely paid for! We installed a mini-split system in our last house, after living there more than 10 years with the obligatory small army of window units, and I can think of three good reasons you should consider them:
1. Our summer electric bill dropped a whole bunch when we replaced our window units with mini splits. Our window units were all new, and had high efficiencies for window units, but they just can't come close to the efficiency of a good mini-split.
2. We couldn't believe how QUIET our house was! Even the outdoor unit was quiet. Very nice.
3. Comfort. Window units are better than nothing, but usually it's freezing when they're blowing at you, and hot in any room except the one containing the window unit. Mini-splits have much better air diffusers, so being in the same room with them is more comfortable. Also, since it's an installed system and you're not juggling between comfort and which window you want to tie up with a window unit, you can configure the system to provide cooling where it's needed.
4. No more hauling window units in and out! No more drippling puddles on the floor when you remove them in the fall, no more scratching up your window sills, and no more looking at those eyesores!
Okay, I lied... that was four reasons.
I'm sure my memory is not entirely correct, but I believe the cost was roughly $2800 for the outdoor unit, plus $700 per indoor unit, installed.