How AI Will Shape the Shift-Left Approach in AppSec

AI significantly shapes the "shift left" approach in application security (AppSec) by enabling automated, real-time code analysis, identifying potential vulnerabilities early in the development lifecycle, providing context-aware recommendations to developers, and prioritizing critical security issues, effectively allowing developers to fix security problems as they code rather than waiting until later stages of development.AI willanalyze code context to better understand the intent behind code snippets, leading to more accurate vulnerability detection and reducing false positives in SAST and Open-source analysis.Most SCA scanning tools focus on manifest files which doesn't sync with source code and version-based vulnerability; hence we are 100% not sure if the engineering team uses the flagged version. AI significantly enhance the perspective of SAST/SCA/DAST/Vulnerability scanning and Pentest in software security.