What we examine
The focus is on the risks vibe-coded software typically carries: missing access controls in the database, API keys in the frontend, unprotected admin routes, unvalidated input and dependencies with known vulnerabilities. Maintainability matters too, such as duplicated logic, missing tests and a structure that only makes sense if you have read the original prompt history.
If your MVP processes data with language models, we also look at prompt injection risks and at exactly which data leaves for external providers. Depending on the use case, the EU AI Act can come into play as well, for example through transparency obligations towards users.
Finally, we assess scalability: how does the app behave with ten times the users, which queries slow down first, and which costs grow faster than revenue?
How the review works
A review is predictable and ends with a clear result you can act on.
- You grant us read access to the repository and, if you have one, a staging environment.
- Automated analysis with coding agents and security tooling produces a first list of findings.
- AI code engineers assess each finding in the context of your business model and manually walk through the core flows.
- You receive a report with a traffic-light rating, an effort estimate per item and a short summary for investors or customers.
Extra checks before launch
Investors and customers judge the product, not just the code. UXreviewer.io provides AI-assisted suggestions to make onboarding, forms and key flows easier to understand.
If your MVP handles documents, support tickets or call notes containing personal data, Textwash Pro can anonymize that content automatically before it reaches a language model. That lowers privacy risk and makes a strong argument with data-sensitive customers.
If you plan to keep building yourself, the findings are written so they can be handed straight to Claude Code, Codex or Cursor as tasks, and we can verify the results in a short follow-up review.
Frequently asked questions
When is a review worth it?
At the latest when real users or real data are involved. Small projects benefit too, because the typical gaps are cheap to close early.
Can we share the report with investors?
Yes. Alongside the technical findings you receive a readable summary suitable for due diligence. Our processes are certified to ISO 9001 and ISO 27001.
How do you handle our source code?
Confidentially, following ISO 27001 certified processes. Access is set up only for the duration of the review, and we are happy to sign an NDA beforehand.