SEC536: Adversarial AI - Penetration Testing AI Systems


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Contact UsKey findings:
The findings point to an industry moving faster on AI adoption than on AI governance: organizations are already using AI for threat detection, incident response, and red team simulation, but transparency, training data quality, and skills gaps remain largely unresolved. The gap between enthusiasm for AI's efficiency gains and the immaturity of testing, auditing, and trust-building practices suggests governance is lagging behind deployment. Respondents were drawn primarily from the technology, cybersecurity, banking and finance, and government sectors, spanning organizations from fewer than 1,000 employees to more than 50,000, with roles concentrated among security administrators and analysts, security managers and directors, and security architects.
43% of organizations are currently using AI in their cybersecurity strategy, while 38% have plans to adopt it but haven't yet.
A significant skills gap is the top challenge, cited by 44% of respondents, followed closely by difficulty integrating AI with existing systems and frameworks at 42%.
71% of organizations that faced AI shortcomings report false positives leading to alert fatigue, and 58% cite heavy dependence on the quality of AI training data.
82% of organizations using AI find it useful for improving threat detection, and 62% use it to automate incident prioritization and response.
48% of organizations report that AI has influenced job satisfaction among cybersecurity professionals, with 71% of those attributing the improvement to AI automating tedious tasks.


Matt Edmonson, Senior SANS Instructor, STI faculty, and Founder of Argelius Labs, authored SEC497 and SEC587. An industry veteran with 11 GIAC certifications and OSCP, he draws on 20 years of investigations to deliver accessibly, real-world OSINT training.
Learn moreMatt Bromiley is a Lead Solutions Engineer at LimaCharlie and SANS Certified Instructor. He serves as a GIAC Advisory Board member, a SME for the SANS Security Awareness, and a technical writer for the SANS Analyst Program.
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