Review and improve AI-generated and vibe-coded apps

We assess applications built with coding assistants or vibe-coding tools to understand what they need before real business use. We can start from a repository or an exportable prototype.

When it makes sense

When a demo works but permissions, payments, integrations or deployments fail; when the code is difficult to maintain; or before introducing real customer data.

What we can review and build

  • Review architecture, dependencies, configuration and reproducibility.
  • Check authentication, permissions, validation and secret handling.
  • Repair workflows, add regression checks and prepare deployment and performance improvements.

What we need to get started

Share the repository, working and failing journeys, the tool used and the intended deployment. Secrets and access should be handled outside public documents.

What you receive

An assessment of reusable parts and necessary fixes, a risk-based plan and a proposal for verifiable improvements. Some prototypes require partial rebuilding before production use.

Questions about this service

Must we throw away the prototype?

Not necessarily. We assess reusable work and the limits on security or continuity. The answer may be a targeted fix, refactoring or a partial rebuild.

Can you review Cursor, Claude Code, Codex, Lovable or Bolt projects?

We can assess projects from these tools when source code or a sufficient export is available. Feasibility depends on the application architecture and dependencies.

How is a production application different from a demo?

Beyond its appearance, it needs permissions and error handling, protection for data and secrets, reproducible deployment, testing and a maintenance approach.