Vibe-Coding Security

Your AI wrote the code.
Who reviewed it?

Cursor, Copilot, Bolt, v0, Lovable, Replit Agent — AI tools let you ship in days instead of months. But speed without review is how vulnerabilities reach production. We audit AI-generated applications for the security gaps that AI assistants consistently miss.

!

In 2025, researchers found that 36% of AI-generated code suggestions contained security vulnerabilities. The code shipped anyway — because there was no one reviewing it.

The Blind Spots

What AI assistants
consistently miss

AI writes functional code. Functional isn't the same as secure. These are the vulnerability categories we find in every vibe-coded application we audit.

require('l0dash')

Phantom Dependencies

AI hallucinates package names that don't exist — or that attackers have registered. We audit every dependency against known typosquatting and confusion attacks.

"sk-proj-4f8a..."

Hardcoded Secrets

API keys, database credentials, JWT secrets — AI generates example values that end up in production. We scan for exposed secrets across your entire codebase.

db.query(req.body.id)

Missing Input Validation

AI-generated forms, APIs, and endpoints often accept any input without sanitization. SQL injection, XSS, path traversal — the OWASP Top 10 thrives in unreviewed code.

if (user.role)

Broken Authentication

AI builds login flows that look right but aren't. Missing CSRF protection, weak session handling, insecure password storage, broken access controls.

crypto.createCipher()

Outdated Patterns

AI training data includes years of deprecated APIs, insecure defaults, and vulnerable library versions. We identify code patterns that were secure in 2021 but aren't in 2026.

// TODO: add auth

Architecture Blindness

AI writes each function in isolation. It doesn't understand your system architecture, data flow, or trust boundaries. We map the full attack surface that AI can't see.

Built With AI?

If any of these sound familiar

“We built our MVP with Cursor/Bolt/v0 and it's going to production”

→ You need a Pre-Launch Review

“Our developers use Copilot daily but we don't have a security review process”

→ You need an AI Code Audit

“A freelancer or agency built our app using AI tools”

→ You need a Third-Party Code Review

“We've been shipping AI-generated code for months without a security check”

→ You need an AI Code Audit — urgently
Code Review Tiers

Choose your depth

Every tier delivers actionable findings with severity ratings, proof-of-concept exploits where applicable, and step-by-step remediation guidance.

Pre-Launch Review
Fast security review before you go live
CHF 2,000 starting from
3–5 days · per application
  • Automated vulnerability scanning
  • Dependency audit (hallucinated + vulnerable)
  • Secret detection across codebase
  • OWASP Top 10 surface check
  • Priority risk report with fix guidance
Learn More ↓
Continuous AI Code Review
Ongoing security review as you ship
CHF 990 / month
Ongoing · minimum 3 months
  • Monthly automated scans
  • PR-level review on critical changes
  • Quarterly manual deep-dive
  • Dependency monitoring & alerting
  • Dedicated security contact
  • Priority incident support
Get Started →

All reviews are scoped to your application. Prices are starting points — final pricing reflects codebase size, technology stack, and complexity.

What's Included

Review details

01
3–5 days

Pre-Launch Review

Fast automated and semi-automated security review designed for AI-generated applications heading to production. We scan your codebase for the vulnerabilities that AI tools introduce most frequently — hallucinated dependencies, exposed secrets, missing validation, and known-vulnerable patterns.

  • Full dependency audit (npm, pip, go modules, etc.)
  • Typosquatting & hallucinated package detection
  • Secret scanning (API keys, tokens, credentials)
  • OWASP Top 10 automated checks
  • Known-vulnerable library version detection
  • Priority-ranked risk report
  • Remediation guidance per finding
  • 30-day verification retest
02
1–2 weeks

AI Code Audit

Comprehensive manual security review by a human security engineer. We go beyond automated scanning to test business logic, authentication flows, API security, and the architectural decisions that AI makes in isolation. Every finding includes severity rating, proof-of-concept, and remediation steps.

  • Everything in Pre-Launch Review
  • Manual code review (authentication, authorization, data handling)
  • Business logic vulnerability testing
  • API endpoint security assessment
  • Architecture threat model
  • Cross-component trust boundary analysis
  • PoC exploits for critical findings
  • Remediation workshop (2 hours)
03
Ongoing

Continuous AI Code Review

For teams that ship frequently with AI assistance. We integrate into your development workflow with monthly automated scans, PR-level security review on critical changes, and quarterly deep-dives. Your dedicated security contact knows your codebase and your threat model.

  • Monthly automated vulnerability scans
  • PR-level security review on critical code paths
  • Quarterly manual deep-dive audit
  • Continuous dependency monitoring
  • Hallucinated package alerting
  • Dedicated named security contact
  • Priority incident response
  • Quarterly security posture report
In a recent audit, we found 23 vulnerabilities in a Cursor-built SaaS application — including an unauthenticated admin endpoint, 3 hardcoded API keys, and a dependency that didn't exist on npm.
The package name had been registered by an attacker 6 months earlier. Every install ran their code. The application was 3 days from launch.
Based on common findings across AI-generated codebases

How it works

A structured review process that respects your shipping speed.

01

Submit Your Repo

Share access to your codebase. GitHub, GitLab, Bitbucket, or zip.

02

Scope & NDA

Define what's in scope, sign NDA, agree on timeline.

03

Automated Scan

Our tools flag known vulnerability patterns, dependency issues, and secrets.

04

Manual Review

Security engineer reviews AI-generated code for logic flaws, auth gaps, architecture risks.

05

Report & Fix

Full report with severity ratings, PoC exploits, and step-by-step remediation.

Related Services

Explore our other specializations

Core Service

Security Services

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Explore Security Services →
Specialized Service

AI Security Research

Dedicated assessments for AI agents, MCP servers, and LLM deployments. Prompt injection, tool poisoning, data exfiltration — tested with working exploits.

Explore AI Security →

Ship fast. Ship safe.

Your AI-generated code is one review away from production-ready. No judgment — just results.

Request Code Review →