Managed Vibe Coding · Review

Before it goes live, have a human look.

An AI app security review is a structured, human-led look at an application built with AI-assisted tools before — or soon after — it reaches real users and real data.

01

What we look at

Reviews focus on the issues that most often separate a working prototype from a production app.

  • Authentication and session handling
  • Authorization: can one user or account see another’s data?
  • Database access rules and exposed endpoints
  • Secrets, API keys and environment configuration
  • Dependencies with known vulnerabilities
  • Backups, restore ability and environment separation
  • Logging, monitoring and error handling
  • What data is sent to AI tools and third parties

02

What you receive

A prioritized list of risk areas, explained in plain language for builders and decision-makers, with recommended fixes and whether independent penetration testing is warranted.

GMTWhat we manage
  • Scoping call and access to code or environments
  • Configuration and code-level review
  • Prioritized findings with recommended fixes
  • Remediation support if desired
  • Optional coordination of independent penetration testing
  • Path into Managed Vibe Coding operation

A review is not a certification, warranty or guarantee that an application is free of vulnerabilities. Scope and deliverables are agreed in writing before work begins.

FAQCommon questions
Is this a penetration test?

No. A review examines design, configuration and code. Penetration testing by an independent firm is a separate, authorized activity we can coordinate.

Do you need our source code?

Usually yes, along with read access to relevant configuration. Never send credentials through the website form; we arrange secure access during scoping.

The humans your AI calls for tech support

Request a security review for your app.

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