Webp is something you can push into production today: https://caniuse.com/?search=AVIF%2CWEBP
however AVIF only has about 65% market penetration.
If you ran a serious webserver, it would make more sense to do automatic on the fly conversion using mod_pagespeed. This way it handles browser support for you.