Since it's something that already happens and it's a known issue, it's pretty ridiculous a brand new project doesn't have some mechanism in place to prevent it. Something as simple as a signed file at the site's root would let a content creator make paid links to their content but not a scammer.

It's not helped that there's no preview of the content or creator's site branding to give some indication of an intentional connection between the creator and paid link.