Scope
Identify AI-generated code paths and the data they touch.
Apply OWASP web security risks to AI-generated apps with checks for auth, validation, data exposure, and retest proof.
Page intent
resourceA translation of familiar web risk into the reality of AI-built apps, where generated features can look complete before boundaries are tested.
Identify AI-generated code paths and the data they touch.
Prioritize OWASP risks that affect account access, tenant data, payments, or uploads.
Fix generated logic with explicit server-side controls.
Create a repeatable review step for future AI-assisted changes.
The value of a guide is not the document itself; it is the scan scope, fix ownership, retest criteria, and evidence it helps the team produce.
A translation of familiar web risk into the reality of AI-built apps, where generated features can look complete before boundaries are tested.
Map OWASP categories to the generated routes, APIs, storage, and workflows in the product.
Review auth, object ownership, input validation, logging, and data exposure in changed code.
AI-built app OWASP map
AI-built app OWASP map
generated-change review notes
authorization retest evidence
accepted-risk register
Generated authorization logic relying on optimistic UI state.
Prompted code accepting unsafe input or file content.
Secrets, tokens, or private data appearing in client-visible code.
Agent-made changes bypassing review because the UI appears to work.
Generated authorization logic relying on optimistic UI state.
Prompted code accepting unsafe input or file content.
AI-built app OWASP map
Secrets, tokens, or private data appearing in client-visible code.
Yes. The risk classes still apply, but generated code changes where teams should look first.
A polished UI with missing server-side authorization is one of the most common launch risks.
Focus review on code that handles identity, data access, payments, uploads, integrations, and privileged actions.
SafeVibe links generated changes to runtime checks, fix owners, retest records, and launch evidence.
Use OWASP Top 10 for AI-built apps as the starting point, then turn the checklist into SafeVibe scan scope and remediation evidence.