Hi,
My limited understanding of these new types of LiFePo4 battery (for audio anyway) is that they are not the same, delivering more current than a similarly specified SLA. More current would mean a better bass response in my experience. Hence the interest. But I could be totally wrong about this and a victim of marketing.
Have you tried yours with an SLA, by any chance?
OK. You didn't specify LiFePO4. My understanding is reduced impedance and hence an ability to deliver current faster which is supposed to mean better transients and tighter bass (I don't really know), reduced size, reduced weight, reduced voltage loss over the same listening period compared to SLA's (if you listen without the charger connected), and more charge cycles. It doesn't deliver "more" current since you're fuse limited anyway.
Some of the cheaper LiFePO4 batteries linked on other threads do not have a cell balancer, which you need to keep all of the cells in the pack healthy. That's why I pointed to the e-bike tried-and-true Ping battery that costs $200, which comes with a balancer and a 4A charger (which I would disconnect when listening).
I do have SLA's with my Sensation and love it. I do enjoy it a bit more without the charger connected, and have started listening that way.