Risk to control
The MVP works in happy-path demos but exposes dashboards, records, or admin actions through direct API calls.
Find launch-blocking security issues in AI-built MVPs across auth, APIs, data access, uploads, payments, and admin workflows.
Page intent
solutionHelp builders who shipped fast with AI tools find the concrete security blockers that matter before first customers, demos, or payments.
Help builders who shipped fast with AI tools find the concrete security blockers that matter before first customers, demos, or payments. It is written for Solo founders, indie hackers, startup studios, product builders, and nontraditional developers using AI app builders., with the review anchored in the real application paths, roles, data, and evidence that drive the decision.
The MVP works in happy-path demos but exposes dashboards, records, or admin actions through direct API calls.
AI-generated auth, storage, and database code uses broad permissions to make the prototype work.
Payment, waitlist, upload, or invite features are added without abuse controls or validation.
The builder cannot explain security posture to a pilot customer, investor, or technical cofounder.
Scan the live MVP for exposed routes, weak auth, unsafe APIs, file handling, and data leakage.
The MVP works in happy-path demos but exposes dashboards, records, or admin actions through direct API calls.
Help builders who shipped fast with AI tools find the concrete security blockers that matter before first customers, demos, or payments.
MVP launch-blocker report.
Connect the repository or provide the MVP preview URL.
Run checks across signup, dashboard, data entry, uploads, checkout, and admin-like flows.
Fix launch blockers with targeted guidance instead of broad refactoring.
Retest and keep a short proof package for pilots or investors.
MVP launch-blocker report.
AI-builder security mistake checklist.
Plain-English remediation plan.
Pilot customer security summary.
The MVP works in happy-path demos but exposes dashboards, records, or admin actions through direct API calls.
AI-generated auth, storage, and database code uses broad permissions to make the prototype work.
MVP launch-blocker report.
Payment, waitlist, upload, or invite features are added without abuse controls or validation.
The MVP works in happy-path demos but exposes dashboards, records, or admin actions through direct API calls.
AI-generated auth, storage, and database code uses broad permissions to make the prototype work.
Payment, waitlist, upload, or invite features are added without abuse controls or validation.
The builder cannot explain security posture to a pilot customer, investor, or technical cofounder.
No. Findings can be explained in terms of affected user flows, business impact, and the concrete code or configuration to fix.
No. It applies to vibe-coded apps built with AI coding tools, generated Next.js apps, Supabase backends, templates, and hybrid no-code workflows.
Fix issues that expose user data, bypass login, allow cross-account access, abuse payments, expose secrets, or affect admin functions.
Yes. The customer-safe summary can show what was reviewed and fixed without disclosing exploit details.
Map Security for vibe-coded MVPs to your current release, buyer, or audit pressure and see what proof SafeVibe can produce.