Compare
See how Continuous Offensive Security compares to SAST, DAST, SCA tools and manual pentesting.
| Feature | SAST | FuzzForge |
|---|---|---|
| Detection Method | ||
| Runtime execution | ||
| Offensive fuzzing | ||
| Protocol-level testing | ||
| Memory safety analysis | ||
| Static pattern matching | ||
| Dependency vulnerability detection | ||
| Validation & Results | ||
| Exploitability validation | ||
| PoC generation | ||
| Low false positivesOnly confirmed exploits are reported | ||
| Crash reproduction | ||
| Root cause analysis | ||
| Automation & Scale | ||
| CI/CD integration | ||
| Continuous monitoring | ||
| Parallel execution | ||
| Custom workflows | ||
| AI-powered triage | ||
| Coverage | ||
| Source code analysis | ||
| Binary analysis | ||
| API testing | ||
| Network protocols | ||
| Cryptographic flaws | ||
| Business logic testing | ||
| Known CVE matching | ||
“Potential vulnerability detected”
Pattern matches a known vulnerability signature. May or may not be exploitable in your context. Requires manual investigation.
“Exploit confirmed. Here's the PoC.”
Real offensive execution proved this vulnerability is exploitable. Includes reproduction steps and root cause analysis.
Better Together
Each tool has structural blind spots based on how it works. FuzzForge fills the gaps with runtime exploitability validation.
“Your scanners find potential vulnerabilities. We prove which ones are actually exploitable.”
Stop chasing false positives. Focus on real threats.
Security Gaps
Vulnerability classes that traditional tools systematically fail to catch.
Privilege escalation through valid workflows, payment bypass via order manipulation, data exfiltration through legitimate API sequences.
Missed by
FuzzForge
AI agents understand business context and chain multi-step actions to exploit logic flaws.
SSRF to cloud metadata to credential theft. Low-severity IDOR combined with info leak to achieve full account takeover.
Missed by
FuzzForge
Orchestrator explores complete attack paths from entry point to impact, correlating findings across the full attack surface.
TOCTOU bugs, double-spend vulnerabilities, concurrent state mutations.
Missed by
FuzzForge
Concurrent execution in isolated sandbox with precise timing control.
Broken object-level authorization, JWT manipulation, session fixation.
Missed by
FuzzForge
Contextual privilege escalation testing with automated role switching.
Unsafe deserialization, type confusion, buffer overflows in managed code.
Missed by
FuzzForge
Targeted fuzzing with dynamically crafted payloads adapted to each target.
Mass assignment, GraphQL introspection abuse, rate limit bypass through endpoint chaining.
Missed by
FuzzForge
Relational endpoint exploration with persistent state across requests.
See how FuzzForge transforms your security findings into actionable intelligence.