AirPod audio quality sounds flat

I’ve got the latest AppleTV and AirPods Pro 2nd Gen and while the clarity’s great, the sound is really flat, there’s no bass hardly.

Anyone noticed this before? They sound great when connected to Mac or iPhone, it’s just the ATV.