Use Case

Automated Security Code Review

Find vulnerabilities in every pull request — before they reach production. AI-powered security analysis with TruffleHog and Semgrep integration.

95%
Vulnerabilities caught before production
< 5 min
Average review time
700+
Secret types detected
24/7
Always-on protection

Security Reviews Are Broken

Traditional approaches to code security don't scale with modern development speed

Manual Security Reviews Take Forever

Security reviews take 2-4 hours per PR on average, blocking releases and creating bottlenecks. Teams waste 15+ hours per week on manual security checks.

Security Expertise is Expensive

Dedicated security engineers cost $150k-250k/year. Only 23% of companies have in-house AppSec teams. Most teams can't afford one.

Vulnerabilities Slip Through

83% of applications have at least one security flaw. Even experienced developers miss OWASP Top 10 vulnerabilities under time pressure.

Production Incidents Cost Millions

The average data breach costs $4.45M (IBM 2023). Finding issues in code review is 100x cheaper than production fixes. Early detection saves $1.5M on average.

What diffray Catches Automatically

Comprehensive vulnerability detection across all major security categories

Critical

Injection Attacks

SQL injection, XSS, command injection, and OWASP Top 10

OWASP Top 10
Critical

Exposed Secrets

API keys, passwords, tokens hardcoded in source code

TruffleHog GitHub
High

Authentication Flaws

Weak auth patterns, session issues, access control bypasses

OWASP Auth Cheat Sheet
High

Data Protection

PII exposure, insecure storage, encryption issues

OWASP Crypto Storage
Medium

Security Misconfigurations

CORS issues, insecure headers, debug mode in production

OWASP A05 Guide
Medium

Sensitive Data Logging

Passwords, tokens, or PII in logs and error messages

OWASP Logging Guide

How Automated Security Review Works

Set it up once. Get security feedback on every pull request automatically.

1

PR Created

Developer opens a pull request on GitHub

2

Auto-Triggered Review

diffray Security Agent automatically starts analysis

3

Deep Scan

TruffleHog + Semgrep + AI analyze every changed file

4

Instant Feedback

Security findings appear as PR comments within minutes

Enterprise-Grade Security Tools

Powered by TruffleHog + Semgrep + AI

We don't reinvent the wheel. diffray integrates the same security tools used by Fortune 500 companies, enhanced with AI for intelligent analysis.

Before vs After diffray

Before
  • - 2-3 hours per PR for security review
  • - Vulnerabilities found in production
  • - Inconsistent review quality
  • - Bottleneck on security team
After diffray
  • - Instant feedback on every PR
  • - 95% vulnerabilities caught pre-merge
  • - Consistent, thorough analysis
  • - Security team focuses on architecture

Trusted by Security-Conscious Teams

"diffray caught an exposed AWS key in a config file that our entire team missed. That could have been catastrophic."

S

Sarah Chen

Engineering Lead, FinTech Startup

"We used to spend 2-3 hours per PR on security review. Now it's automatic and more thorough than we ever were."

M

Marcus Johnson

CTO, SaaS Platform

Frequently Asked Questions

What types of vulnerabilities does diffray detect?

diffray detects OWASP Top 10 vulnerabilities including SQL injection, XSS, command injection, authentication flaws, exposed secrets, data protection issues, and security misconfigurations.

How is this different from SAST tools like SonarQube?

Traditional SAST tools generate hundreds of noisy alerts. diffray uses AI to filter false positives, provide context-aware analysis, and give actionable fix suggestions — not just vulnerability reports.

Does it work with my existing CI/CD pipeline?

Yes. diffray integrates with GitHub via webhooks. When a PR is opened, the security review runs automatically. No pipeline changes needed.

What security tools power the analysis?

diffray combines TruffleHog for secrets detection (700+ credential types), Semgrep for semantic code analysis, and Claude AI for intelligent validation and fix generation.

Related Use Cases

Stop Shipping Vulnerabilities

Get automated security code review on every PR. Free for 14 days, no credit card required.

TruffleHog + Semgrep included
Works on every PR
No configuration needed