Slab on Grade
Slab-on-grade technical guide
...efficiency of that room. Along with some space for storage, you could consider including laundry facilities, or even a pantry in that space.
With the amount of action going on in a mechanical room, it will be a bit noisy. In order to mitigate that, those walls should include sound reducing measures.