Real Vulnerabilities. Real Impact.
Anonymous case studies from our beta program. Every vulnerability shown was about to hit production.
378
Critical vulnerabilities found
$4.7M
In prevented incidents
100%
Had AI-generated vulnerabilities
Beta Partner Results
FinTech Startup
47
Total vulnerabilities
12
Critical severity
3 hours
Review time
Prevented:
$2.3M
Key Findings
- •Improper input sanitization in transaction handlers
- •JWT tokens exposed in client-side code
- •Race condition in balance updates
AI Tools Used:
"We were about to ship payment processing code generated by Cursor. Shamans found SQL injection vulnerabilities that passed all our tests."
Outcome
Complete security overhaul before production launch
Healthcare SaaS
31
Total vulnerabilities
8
Critical severity
4 hours
Review time
Prevented:
HIPAA violation
Key Findings
- •PHI data logged in plain text
- •Weak encryption for data at rest
- •Missing access control on API endpoints
AI Tools Used:
"The AI kept suggesting convenient but insecure patterns for handling patient data. We had no idea."
Outcome
Achieved HIPAA compliance before audit
E-commerce Platform
23
Total vulnerabilities
5
Critical severity
2.5 hours
Review time
Prevented:
Data breach
Key Findings
- •Authentication bypass via parameter pollution
- •XSS in product search functionality
- •Insecure direct object references
AI Tools Used:
"Copilot's suggestions looked perfect. Shamans showed us how attackers could bypass our entire auth system."
Outcome
Prevented major security incident pre-Black Friday
Common AI Security Patterns
Hardcoded Secrets
AI tools often suggest embedding API keys directly in code
SQL Injection
String concatenation instead of parameterized queries
Weak Crypto
Outdated or improperly implemented encryption
Auth Bypass
Missing or incorrect authorization checks
Data Exposure
Sensitive data in logs, errors, or responses
Every AI tool we've tested produces these vulnerabilities. The question isn't if you have them—it's how many.
Check Your Code NowJoin the Beta Program
Get your AI-generated code reviewed by our founders. Limited to companies serious about security.
Beta Partner Requirements:
- • Using AI tools for production code
- • $1M+ in annual revenue or funding
- • Willing to share learnings (anonymously)
- • Can commit to monthly reviews