However if the difference is between doing a project vs not doing is, then the gain is much more than 10x.
[0] tasks included making games from scratch and resolving bugs we put into template projects. There's no perfect tasks to test on, but this seemed sufficient
Some of the AI generated I've seen has been decent quality, but almost all of it is much more verbose or just greater in quantity than hand written code is/would be. And that's almost always what you don't want for maintenance...
Obviously you cannot generalize that to all software development though.