AI Security Audit

An AI security audit is an independent security review of an application built with AI coding tools. Vibecop maps the threat surface, tests authentication and authorization, inspects secrets handling, database isolation and dependency exposure, and ranks every finding by exploitability and business impact rather than by scanner severity alone.

What does an AI security audit check?

  • Threat surface

    Every route, job, webhook, and storage bucket reachable from outside, enumerated rather than assumed.

  • Authentication

    Session and token handling, expiry, revocation, and the password and OTP flows around them.

  • Authorization

    Object-level access checks on every endpoint, including the ones the UI never links to.

  • Tenant isolation

    Whether separation is enforced at the database with row-level security or only by an application filter.

  • Secrets management

    Committed keys, client-bundled keys, shared credentials, and whether rotation is possible at all.

  • Injection

    SQL, NoSQL, command, and template injection paths where input reaches an interpreter unescaped.

  • Rate limiting

    Brute force, credential stuffing, and enumeration protection on login, reset, and OTP endpoints.

  • Dependency exposure

    Known CVEs in direct and transitive packages, with judgment on which are actually reachable.

  • Transport and headers

    TLS configuration, CORS policy, CSP, and the security headers a generated scaffold usually omits.

  • File handling

    Upload validation, storage permissions, signed URLs, and path traversal on download.

  • Data protection

    Encryption at rest and in transit, PII handling, and what ends up in logs and error reports.

  • LLM attack surface

    Prompt injection, tool permission scope, provider key exposure, and unvalidated model output rendered as trusted.

  • Infrastructure

    Network exposure, IAM roles, environment separation, and publicly readable buckets.

  • Audit trail

    Whether privileged actions are logged, and whether the log would survive an incident.

  • Incident readiness

    Backups, restore testing, key rotation, and a path to revoke access under pressure.

See how an audit runs

Other audits

Each audit answers a different question. Most engagements combine two or three.

Build with
confidence.

AI builds the product. Vibecop makes sure it won’t break in production, fail under scale, or expose your users to risk. One audit. Fewer expensive surprises.