ai security and penetration testing agents
Recent window: last 5.3 months (2026-04-28 → 2026-10-06), compared with the prior 5.3 months.
These products leverage autonomous AI agents and specialized models to automate penetration testing, vulnerability discovery, and red-teaming exercises. They are built for cybersecurity teams, ethical hackers, and developers tasked with defending modern applications and agentic workflows. Unlike traditional static application security tools, this cluster centers on autonomous offensive security and real-time defense against vulnerabilities in software and AI systems.