Who this is for
For founders who moved fast and now need to know what they actually built.
Vibe coding with Cursor, Lovable, Bolt, or another AI tool is a legitimate way to build a product. The audit is not a judgment on how you built it. It is a structured review so you know what is solid and what needs attention before users find out the hard way.
Non-technical founders
You used AI to build the product. You are not sure what is under the hood or whether it is production-ready.
Solo operators shipping fast
You moved quickly and made tradeoffs. You want to know which ones matter before you start acquiring real users.
Teams before a fundraise or launch
You need an independent technical opinion before pitching investors or going live with a paying audience.
What we review
Six areas that AI-built products most commonly get wrong.
Architecture and data model
Is the underlying structure sound enough to scale? We look at how data is organized, whether relationships make sense, and whether the architecture will fight you when you grow.
Authentication and access control
Can users see data they should not? Are sessions handled correctly? Auth issues in AI-generated code are common and high-stakes.
API security and exposed secrets
Are API keys hardcoded? Are endpoints protected? AI tools frequently leave credentials in client-side code or expose routes that should require authentication.
Error handling and edge cases
What happens when something goes wrong? AI code often handles the happy path well and ignores failure states, which creates problems at the worst possible time.
Third-party dependencies and licensing
What packages are you running? Are there known vulnerabilities, deprecated libraries, or licensing issues that could create problems later?
Deployment and environment setup
Is the production environment configured correctly? Are environment variables separated from source code? Is there a clear path from dev to prod?
How it works
Fixed scope. Clear findings. Fast turnaround.
Intake and access
You share the codebase, a brief description of what the product does, and any specific concerns you already have. We sign an NDA before reviewing anything.
Technical review
We go through the six review areas systematically. The goal is not to rewrite your product. It is to identify what is solid, what is risky, and what is a hard blocker to going live safely.
Written findings report
You receive a clear written report organized by severity: blockers, high-risk issues, and lower-priority improvements. Each finding includes a plain-language explanation of the risk and a recommended fix direction.
Debrief call
We walk through the findings together. You can ask questions, challenge anything in the report, and leave with a clear understanding of what needs to happen next and in what order.
The offer
Vibe Coder Audit
Fixed scope. Fixed price. No retainer required.
This is a one-time engagement. You get the review, the report, and the debrief. If follow-on work makes sense after, we can talk about it then. The audit stands on its own.
Common questions
Do you need to keep a copy of my code?
No. We review the code during the engagement and do not retain copies. The NDA covers this explicitly.
Will you judge me for using AI to build this?
No. The audit exists because AI-built products are now real and common. The review is about what the code does, not how it was written.
What if the product is small or simple?
Smaller products often have the same risk categories as larger ones. The review scope adjusts to what you have. We will tell you upfront if the engagement does not make sense for your situation.
Can you fix the issues you find?
The audit is a review, not a development engagement. If follow-on work makes sense, we can scope that separately after the report. Many founders use the report to brief a developer or agency on exactly what needs fixing.
What do you need from me to get started?
A brief description of the product, access to the repository or codebase, and a sense of what you are most concerned about. The intake conversation handles the rest.
Next step
If you are not sure what you built, that is exactly when to find out.
The consultation takes 20 minutes. We will tell you whether the audit makes sense for your situation and what the process looks like. No commitment required to have that conversation.
Schedule a ConsultationPrefer to start by email? info@aluxads.com