The real test here is not who can produce a prettier screen fastest. It is which tool better survives the job of building a small business web app with logins, per-user data, and enough backend structure that the result is more than a clickable mockup. Emergent and Anything genuinely diverge on that job because one leans toward full-stack generation and repo ownership, while the other is stronger as a visual prompt-and-edit environment.
This job exposes the failure modes that actually matter because authentication, data isolation, and iterative fixes punish weak abstractions immediately. A tool can look impressive on a landing page, then become expensive, fragile, or hard to trust once database changes, permission logic, and repeated repair cycles enter the picture.