Vibe coding produces working software faster than any approach that came before it. It also skips every checkpoint that normally exists between an idea and a deployed system. We provide the review, governance and operational infrastructure that closes that gap.
he application exists before the accountability conversation happens. That inversion is the risk. Most vibe-coded tools look finished. The gaps aren't in the output. They're in the decisions that were never made: who owns this, what data does it touch, what are the compliance obligations, what happens when it fails. By the time those questions surface, the tool is already embedded.
We review what has been built, establish what the gaps are and take responsibility for deploying and managing it to the standard a production environment requires. Not as a replacement for what was created, but as the structured layer of governance and engineering it was missing from the start.
Vibe-coded applications reach a point where informal management is no longer sufficient. The signals are consistent across organisations:
The tool was built by one person and is now used by a team
The person who built it has left or is likely to leave
The application touches customer, patient, financial or operationally sensitive data
The organisation has no clear view of what the tool does or whether it is doing it correctly
A failure in the tool would meaningfully disrupt how the business operates
The application needs to scale beyond its original scope
At any of these points, a structured review and proper deployment is considerably less expensive than remediating a problem that has already caused harm.
Our vibe coding review, deployment and management service is designed to address the gaps that emerge when software is built without a formal development and governance process:
Security vulnerabilities that were never considered at build time, including authentication weaknesses, data exposure risks and insecure API configurations
Data handling obligations that were never assessed, including GDPR requirements for any tool that processes personal, financial or operationally sensitive information
No ownership, documentation or audit trail for tools that have quietly become load-bearing parts of how the organisation operates
Infrastructure that is not suitable for production, including development-grade hosting, missing monitoring and no defined incident response
Technical debt that accumulates silently, making the codebase progressively harder to maintain, extend or hand over
Dependency risk, where the organisation relies on tools only the person who built them fully understands
We conduct a structured review of the application covering code quality and maintainability, security posture, data handling and compliance obligations, infrastructure suitability and the dependencies that exist within and around the system. The output is a clear picture of what the application does, where the risks sit and what needs to change before it can be run safely in production. For organisations that have never had the application independently assessed, this stage alone typically surfaces issues that were not visible to the people closest to the tool.
We address the security and compliance gaps identified in the review. This includes authentication and session management, data governance and GDPR obligations, API security, access controls and any regulatory requirements relevant to the environment the application operates in. For applications handling sensitive data, this stage ensures the system meets the standards a production deployment requires. Asking a vibe coding tool to make something secure is not the same as it being secure. Security involves trade-offs that require technical judgement and experience. We provide that judgement.
We take the application from its current hosting environment and deploy it onto production-grade cloud infrastructure, with appropriate separation of environments, controlled deployment processes, defined backup and recovery capabilities and the monitoring and observability tooling needed to run it reliably. For applications already relied upon by teams, we plan and manage the migration to minimise disruption.
Once deployed, we provide structured managed services to keep the application running reliably over time. This includes proactive monitoring, security patching and compatibility updates, consumption cost monitoring across cloud and AI infrastructure, and development capacity for improvements and iterative changes as the application evolves. The level of cover is scaled to how critical the application is to the organisation.
We have reviewed real production systems built with AI assistance and found exactly the gaps the governance conversation predicts: authentication tokens stored in client-accessible storage, patient data transmitted to globally-routed AI models with no data residency controls, no multi-factor authentication on systems handling special category health data, compliance obligations that were never assessed. These are not edge cases. They are the natural output of building fast without governance.
We also write about this problem. The Curve's published thinking on vibe coding governance is grounded in practical delivery, not theoretical risk assessment. That combination of technical depth and governance awareness shapes how we approach every review.
We do not treat vibe-coded software as inherently flawed. We treat it as software that was built without the process that normally produces production-ready systems. Our job is to close that gap efficiently and without unnecessary disruption to what already works.
We're always eager to connect and explore how we can contribute to your journey. Reach out to us and let us know how we can assist you.