I will audit and derisk your ai generated web app before launch
About this Gig
AI tools can create a convincing demo quickly, but hidden problems often remain in authentication, database permissions, API validation, secrets, error handling, and deployment.
I will review your AI-generated or vibe-coded web application and deliver a clear, prioritized launch-risk report.
I can review AI-assisted projects and modern web stacks including React, Python/Django, PostgreSQL, Supabase, Docker, and similar technologies.
Depending on your package, I will inspect:
Critical user flows
Authentication and authorization
API and data validation
Database rules and migrations
Secrets and environment configuration
Error handling and deployment risks
Maintainability and unsafe assumptions
You receive:
Findings ranked Critical, High, Medium, or Low
Evidence and affected files or flows
Practical remediation steps
A clear launch recommendation
No vague automated scan output
This is a defensive review of software you own or are authorized to share. Large repositories or unusual stacks require a custom offer.
Message me before ordering when the project scope is unclear.
Development technology:
Django
Expertise:
Clean Code
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Error handling
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Unit tests
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Other
FAQ
Can you review code generated using Lovable, Cursor, Claude Code, Replit, or similar tools?
Yes. I review the exported application and its actual behavior, regardless of which AI-assisted tool produced the first version.
Will you fix the findings?
The audit packages focus on identifying and prioritizing problems. I can provide a separate custom offer for selected corrections.
Is this a penetration test?
No. This is a defensive code and launch-readiness review. I do not access or test systems without explicit authorization.
What access do you need?
Usually repository access, relevant environment documentation, and test credentials using a temporary least-privilege account.
Can you review a large application?
Yes, but large repositories need a custom scope based on modules, integrations, and critical user flows.
Will you guarantee that the application has no vulnerabilities?
No responsible review can guarantee zero defects. I will identify and prioritize the risks covered by the agreed scope.

