This comparison judges Base44 and Softgen on one concrete job: building a small business app with logins, private records, and routine CRUD workflows for staff or clients. That job matters because both tools promise the same high-level outcome - prompt-built full-stack apps - but diverge in how much control you retain once the first version exists.
A logged-in business app is where the real failure modes show up. The hard part is not generating a dashboard once; it is keeping authentication, permissions, data visibility, layout fixes, and deployment behavior stable as requirements change, which is exactly where AI-first builders start charging you for every repair cycle.