For what it's worth, at the consumer level AMD cards -- at least recently -- have tended to have more VRAM than Nvidia cards. My 3080 Ti, which I bought for $1400 (though it now goes for ~$1k), has less RAM (12GB) than a 6800 XT that you can get for $600 (16GB).