Beyond Scanners: The Rise of Context-Aware AI Pentesting

Whitepaper
StateRAMP Strategy Guide
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Software release speed is outrunning security capacity. Point-in-time assessments and legacy scanners are failing to identify the complex logic flaws common in modern, API-heavy environments.
This whitepaper outlines the operational shift required to close the "AppSec Velocity Gap," moving from periodic checklists to a continuous, metric-driven security model.
Key Takeaways:
- The Logic Wall: Why legacy scanners cannot chain disparate vulnerabilities.
- The Velocity Gap: The math behind why annual testing is no longer sustainable.
- The Hybrid Advantage: How to combine autonomous reasoning with human expertise to validate complex business logic.
- Operational Maturity: How to define guardrails, logging, and metrics for autonomous security.