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Enterprise Vibe Coding Risk Framework

What actually goes wrong when non-technical staff ship AI-generated apps.

Vibe coding — using AI to build and deploy software without engineering oversight — is already inside your enterprise. This is the definitive catalog of what breaks, what leaks, and what lands on the front page. We built the framework. We run the assessments.

Paid engagement required — no free audits. You get senior attention, not a sales funnel.

Catalog

A structured taxonomy of vibe-coding failure modes: hardcoded credentials, unvalidated inputs, exposed APIs, and the ones nobody has named yet.

Score

Quantitative risk scoring methodology for evaluating AI-generated application portfolios against security, compliance, and operational baselines.

Assess

Paid risk assessment engagement that applies the framework to your actual environment and returns a scored, prioritized exposure report.

Commission a Risk Assessment

Paid engagement applying the Vibe Code Risk framework to your enterprise. You receive a scored inventory and a prioritized remediation roadmap.