Launch - Cycode's AI Exploitability Agent: Separating Theory from Reality in Security
The Challenge: Too Many False Positives, Too Little Time
Security teams are drowning in alerts. The average organization faces thousands of SAST and SCA findings daily, but only a fraction represent real, exploitable risks. The rest? Noise that wastes precious time and creates alert fatigue.
That’s why I’m excited to share Cycode’s AI Exploitability Agent - a solution that separates theoretical vulnerabilities from truly exploitable ones by analyzing reachability and runtime context across your entire codebase.
What We Built
Our AI team developed a sophisticated system that goes beyond static analysis to understand the real-world context of security findings. Here’s how it works:
Intelligent Context Analysis
- Reachability Mapping: Traces the execution path from vulnerability to entry point
- Runtime Context: Analyzes how code actually behaves, not just how it looks
- Dependency Chain Analysis: Maps the full attack surface through your dependency tree
AI-Powered Risk Assessment
- Exploitability Scoring: Assigns real-world risk scores based on actual attack vectors
- Context-Aware Prioritization: Considers your specific application architecture and security controls
- Automated Triage: Prioritizes the exploitable findings that matter, so teams stop chasing theoretical ones
Why This Matters
For Security Teams: Focus on what actually matters. Stop chasing theoretical vulnerabilities and start fixing real risks.
For Development Teams: Get actionable, contextual feedback that helps you write more secure code from the start.
For Business Leaders: Reduce security debt while improving your team’s efficiency and morale.
Real Results
Early adopters are seeing:
- Triage cut from over three days to under an hour (customer result)
- 99.4% faster MTTR for critical risks (314 days → 3, customer result)
- 46% of high-risk issues auto-remediated (customer result)
- Stronger compliance evidence through contextual risk assessment
The Future of AI-Powered Security
This isn’t just about fixing today’s problems - it’s about building the foundation for autonomous security operations. Our AI Exploitability Agent is part of a larger vision where AI doesn’t just detect issues, but actively helps teams understand, prioritize, and resolve them.
See It in Action
Read the full write-up, including the customer results above.
I led the team that built the AI Exploitability Agent at Cycode.
Want to learn more about our AI strategy? Connect with me on LinkedIn or explore our other AI-powered security solutions.