In my experience, most of those types of toys don't go through batteries fast enough to justify a NiMH - they'd be in there for years. Invariably one of the kids will wind up mixing NiMH/LiIon/Alkaline in a toy, then the rechargeable winds up in the recycling bin a year later.
Fast forward 3 years, and your "infinite" AAs are all gone, lost, or in near-permanent use somewhere you can never identify, and you've wasted all that money.
In a few years when the kids move out and, and the number of battery powered gizmos is down to a manageable number, I'll try it again - until then, Amazon Basics AAA/AA are my friend.