The concrete job here is not "build something with AI" in the abstract; it is shipping a secure client portal with logins, roles, and per-user data visibility. That job is where Softr and Same.new genuinely diverge: Softr is a hosted business-app platform built around data, auth, and permissions, while Same.new is a prompt-driven frontend generator aimed at producing editable React UI.
That distinction matters because client portals fail in boring, expensive places rather than flashy ones. The real risk is not whether a screen looks right on day one, but whether access rules, data exposure, iteration cost, and handoff burden stay manageable once the portal has real users and real records inside it.