However, I'm under no illusion that it'll prevent my unpaid work from being used by billionaires.
Setting aside those people/companies that are willing to violate the AGPL, even the ones that respect it are free to use it as long as they redistribute the source to modifications they make.
Anyone (including billionaires) could do that, and not every business model relies on keeping their source code secret.