The cleanest way to judge Replit and Softgen is on one concrete job: building a small business web app with user logins, role-based views, and per-user data. That job matters because both tools can produce a convincing surface demo, but they diverge sharply once auth, database rules, and ongoing edits enter the picture.
This is also the job that exposes the failures that actually hurt. If the tool makes user permissions hard to verify, or turns routine fixes into expensive prompt loops, the problem is not cosmetic; it is operational risk. A pleasant first build matters less than whether the app stays editable, secure, and affordable after week one.