AA batteries is an interesting choice. Wish we had a ubiquitous lithium-rechargable-based battery standard for products like this that would be smaller than an 18650 but bigger than a coin cell. Design it with some safe chemistry like LiFePo if you have to, but the old 1.2-1.5V AA standard is starting to feel very anachronistic these days.