Solution Approach
Assessing AI-generated code yourself is nearly impossible for non-technical users - the application runs, so everything seems fine. It is precisely this misconception that our Vibe Coding Audit resolves. Experienced software developers and architects with years of practice take your codebase, regardless of its origin - whether created by AI, a low-code platform, or developed in-house - and put it under the microscope. We systematically evaluate it against established criteria for production-ready software: Security, maintainability, architecture, cost-efficiency, operations & monitoring, as well as scalability and deployment capabilities. Instead of a vague gut feeling, you get a reliable, transparent assessment with concrete findings, risk classification, and prioritized recommendations for action – serving as a basis for decision-makingregarding whether your system is ready to go live, which improvements are mandatory, and what the realistic effort for these will be.
Benefits
- Objective risk assessment instead of gut feeling: Experienced architects evaluate your application based on established criteria for production-ready software, regardless of how the code was created.
- Identify security gaps before go-live: Critical vulnerabilities in authentication, data storage, access controls, or interfaces are identified before they become incidents.
- Avoid costly surprises during operations: Missing scaling, monitoring, or backup concepts, as well as inefficient cloud usage, are identified early rather than only after a failure or cost explosion.
- Clear basis for investment decisions: You will learn exactly whether an application is "go-live-ready," where improvements are needed, and what level of effort to realistically expect.
- Actionable recommendations instead of just a list of bugs: Prioritized, clearly formulated recommendations enable targeted improvements, even for teams without deep technical expertise.
Approach
- Kick-off & Context: We clarify the origin, purpose, user base, and criticality of the application to scale the review according to context and risk.
- Codebase & Architecture Review: Structure, technology choices, and dependencies are examined to gain a reliable overview of the technical foundation.
- Security Review: We examine authentication, authorization, data storage, secrets management, interfaces, and common vulnerability classes (e.g., based on OWASP criteria).
- Assessment of Operations, Monitoring & Scalability: Deployment processes, logging, alerting, backup strategies, and performance under load are evaluated.
- Maintainability & Cost Efficiency Analysis: Code quality, test coverage, documentation, as well as infrastructure and licensing costs are reviewed for sustainability.
- Consolidation & Prioritization of Findings: All findings are categorized by risk and effort and condensed into a clear action plan.
- Presentation of Results & Recommendations: We present the results in an understandable way, including concrete next steps for improvements or further development.
Deliverables
- Production Readiness Report with a structured assessment covering security, maintainability, architecture, operations, and cost efficiency
- Prioritized List of Findings with risk classification (critical / high / medium / low) for every identified vulnerability
- Concrete recommendations for action including rough effort estimates for the most important improvements
- Security brief assessment of the biggest vulnerability classes and acute risks
- Assessment of operational and scaling capabilities for the planned scope of use
- Management summary in plain language as a basis for decisions on go-live, investment, or improvements
