vibe-coded saas security · aeo audit canary intake live

Is your vibe-coded SaaS ready to get hacked?

Audit your Lovable, Bolt, Cursor, Replit, or Next.js app in 60 seconds. LLMs generate code that works until someone reads your client bundle, dumps your Supabase schema, or steals every tenant record.

run free canary audit → no signup required. zero fluff. pure diagnostic.
speed to market vs. zero-day disaster
"Prompting an app into existence is fun. Getting your customer table leaked across Twitter because you skipped Row Level Security is not."
see audit tiers ($197)
01: interactive intakecanary

vibe app
canary simulator.

Target Application Analysis

instant client-side inspection
Canary Vulnerability Score
34 / 100
CRITICAL RISK DETECTED
Based on the generation patterns of your selected stack, your application is critically exposed to tenant cross-contamination and unauthenticated table dumps.
#1 Biggest Canary Flaw Identified
Unenforced Row Level Security (RLS) on Supabase / Postgres: LLM prompt generators frequently instantiate tables without activating RLS policies, allowing any anonymous user with your public anon-key to execute SELECT * FROM users; straight from the browser console.
get full manual audit + patch ($197) → Turnaround: 48 hours. Written remediation report. Zero calls.
02: threat vectors07 vectors

the 7 fatal sins of
vibe-coded architecture.

When an AI model generates your software, it optimizes for one thing: making the UI work immediately. It does not optimize for defensive boundaries, multi-tenant isolation, or token safety. Here is what we routinely break open in 5 minutes:

01
Open Databases & Missing RLS
Supabase and Firebase tables created with default public read/write access. Anyone inspecting your client network requests can read or overwrite the entire customer database.
Severity: Catastrophic data breach
02
Zero Tenant Isolation
Query filters that rely solely on frontend parameters like user_id sent from client state. Attackers swap IDs in HTTP requests and fetch another company's confidential records.
Severity: Complete multi-tenant compromise
03
Exposed Service & LLM Keys
API keys for OpenAI, Anthropic, Stripe, or Resend baked directly into frontend code bundles, edge functions without origin checks, or public client environments.
Severity: Instant wallet draining
04
Unprotected AI Endpoints & No Rate Limits
API routes that invoke expensive LLM completions without user-level quotas or IP throttling. A script loops your endpoint 50,000 times overnight and presents you with a $12,000 OpenAI bill.
Severity: Financial denial of service
05
Forged Webhook Handlers
Stripe and Lemon Squeezy payment webhook handlers that check payload data without verifying the cryptographic HMAC signature. Anyone can simulate a payment event and grant themselves free access.
Severity: Payment fraud & revenue bypass
06
Client-Side Auth Gating
Protecting premium dashboard views using simple React state checks instead of server-side middleware and JWT verification. Bypassed by editing local storage or blocking redirect scripts.
Severity: Complete authorization bypass
07
Mass-Assignment & Schema Poisoning
Accepting raw JSON payloads directly into database insert and update statements. Attackers add is_admin: true or credits: 999999 to their profile requests and the ORM blindly commits it.
Severity: Immediate privilege escalation
03: pricing tiersdeterministic pricing

stop hoping.
start hardening.

No recurring lock-in. No endless sales discovery calls. One single document with exact reproduction steps and code patches.

Free Canary
Instant heuristic vulnerability assessment and primary flaw identification.
$0
instant result · 60 seconds
  • Instant stack signature analysis
  • Calculated Canary Risk Score
  • #1 most dangerous vulnerability vector
  • Basic defensive recommendations
  • 100% free forever
run canary now
Full Security & AEO Audit
Exhaustive attack surface audit across all 7 vulnerabilities plus AI Answer Engine visibility.
$197
one-time investment · 48h turnaround
  • Manual and automated attack vector probe
  • All 7 critical vulnerabilities evaluated
  • Supabase / Postgres RLS leakage testing
  • Client bundle secrets and exposed keys audit
  • Webhook HMAC signature verification audit
  • AEO audit: LLM search readiness & crawl defense
  • Line-by-line remediation code snippets
  • Delivered as a clean 10-15 page PDF report
order full audit ($197) →
Architecture Remediation
We do not just report the holes. We write the pull requests and lock the doors.
$997
hands-on sprint · 5-day delivery
  • Includes full $197 Security & AEO Audit
  • Direct GitHub repository access & audit
  • Custom SQL Row Level Security (RLS) policies
  • Edge middleware auth and rate-limiting setup
  • Cryptographic HMAC webhook verification
  • Environment variable isolation & secrets sanitization
  • Ready-to-merge Pull Request with test suite
  • Post-deployment verification canary
request remediation ($997)

your app,
armored.

48 hours. Zero sales pitches. A rigorous, battle-tested security review that ensures your next product launch is not your final security headline.

start the audit, $197 →

prefer async email first? reach out directly at [email protected]

04: questionsfaq

answers without
the corporate jargon.

What makes vibe-coded apps uniquely dangerous?
LLMs prioritize shipping features over defensive security. When you tell Cursor or Lovable to "create an admin dashboard", it will happily build the view and fetch data directly from the client without enforcing server-side authorization or database-level RLS. To the user it looks perfect. To an attacker, it is wide open.
What is the AEO part of the audit?
Answer Engine Optimization (AEO) audits how AI agents like Perplexity, SearchGPT, and Claude see your product. If your app leaks sensitive API documentation or confuses crawlers with misconfigured robots.txt and hydration bugs, search engines hallucinate your pricing and scrapers abuse your free tiers.
Do I need to give you my production database credentials?
No. For the $197 audit, we perform white-box and gray-box testing using your public URL, client-side bundles, API surfaces, and public endpoints. For the $997 Remediation sprint, we work on a staging branch or sanitized dev environment via GitHub PRs.
How fast do I get the results?
The Canary Simulator runs in 60 seconds on this page. The Full Audit ($197) is delivered to your inbox within 48 to 72 hours as a comprehensive, actionable document. No calls required.