AI Code Review for AI-Generated Code

You may have built a working product quickly with ChatGPT, Cursor, Claude Code, GitHub Copilot, Lovable, Bolt or similar tools. That speed is valuable, but working code is not always secure, complete, performant or ready for production.

In this service, Nikao does not promise to simply rewrite AI-generated code. First, experienced human developers review the code, identify technical risks and explain what should be addressed before the project goes live.

Why should AI-generated code be reviewed?

AI tools can provide a strong starting point, but they may not fully understand business rules, user roles, data security boundaries or long-term maintenance needs. When customer data, payments, accounts, admin panels, APIs or production users are involved, code that merely works is not enough.

The goal is not to dismiss AI-assisted development. The goal is to combine the speed of AI with real software engineering review so the project can move forward with clearer technical judgment.

What does Nikao review?

• Security vulnerabilities and risky data access
• Authentication and authorization gaps
• API, form, file upload and input validation risks
• Missing, incorrect or inconsistent business logic
• Database queries, performance bottlenecks and unnecessary repetition
• Code quality, readability and maintenance risks
• Architecture consistency and module dependencies
• Test gaps and missing critical scenarios
• Technical risks that should be understood before production

Projects built with Vibe Coding

Vibe Coding means building software through natural-language prompts and AI-assisted coding tools. It can be useful for MVPs, prototypes and early product validation.

As speed increases, the need for review also increases. An AI-suggested architecture, database model, authorization structure or error handling approach may work in the short term, yet still create problems under real users, security review or future maintenance.

How is AI Code Review positioned?

AI Code Review means having code produced with AI reviewed by experienced developers. Nikao looks beyond syntax and asks practical engineering questions: what will the user do, which data must be protected, which actions require permission and what happens when the system fails?

Findings are not treated as equal. Security issues, data loss risks, authorization mistakes, critical business logic and production risks are separated first. Then performance, maintainability, test gaps and architecture improvements are evaluated.

What is delivered?

• A technical risk report
• Critical, high, medium and low priority findings
• Security and authorization notes
• Missing or questionable business logic findings
• Performance and database usage observations
• Code quality, maintenance and technical debt notes
• Items that should be addressed before production
• An optional roadmap for later improvement work

Is fixing included?

The core service is review. Nikao first checks the AI-generated code, classifies risks and explains what should be done. If the project owner needs it, Vibe Fixing, refactoring, security fixes or performance improvement can be scoped separately after the review.

How does the process work?

We first understand the project's purpose, technology stack, launch status and critical user flows. Then, where possible, the codebase is reviewed through read-only repository access or another controlled access method. The review covers security, architecture, performance, data flow, tests and maintainability.

At the end, findings are reported in clear language. This helps the project owner understand which risks are urgent, which can wait for a later version and how close the code is to production readiness.

Who is it for?

This service is suitable for startups building MVPs with AI tools, teams creating products with Cursor or Lovable, companies using Copilot-assisted development and project owners who gained speed with AI but want confidence in the code's reliability.

If you want AI-generated code in your website, web application, mobile app, API, admin panel or custom software project reviewed by real developers, you can contact Nikao.