SEC536: Adversarial AI - Penetration Testing AI Systems


Experience SANS training through course previews.
Learn MoreLet us help.
Contact usBecome a member for instant access to our free resources.
Sign UpWe're here to help.
Contact Us
Earn 30 CPEs.
Course material is geared for cybersecurity professionals with hands-on experience.
Apply what you learn with hands-on exercises and labs.
HTTP stopped being a website protocol a long time ago. It is now the connective tissue between cloud services, microservices, API gateways, and AI inference endpoints, and a flaw in one of those paths rarely stays contained to one application.
SEC522 teaches defense across that whole surface, virtually in real-time, with your questions answered as they come up. The lab environment is a running application rather than a slide deck: you attack it, defend it, then see what your control blocked. The course is programming-language agnostic, so the patterns hold whether your stack is Java, Python, .NET, or something newer.
The course closes its API and microservices section with securing AI components inside modern applications, including how AI inference endpoints inherit the same weaknesses as anything else built on HTTP. You’ll get 30 CPE credits for this course, and it’s aligned to the GIAC Certified Web Application Defender (GWEB) certification.
Application security analysts and managers, application architects, technical leads of development teams, auditors who need to evaluate web defenses rather than just check for them, penetration testers who want the defensive side, and teams working under PCI DSS requirements. A basic working knowledge of HTML, JavaScript, and SQL is assumed.
[SEC522] is my first SANS training, and it has been far and away the best professional development training I have ever taken.
This class is essential for cybersecurity knowledge in the modern digital world.
To learn more about SEC522, business takeaways, laptop requirements and more, please visit the course page.
Save $750 USD using the code "EarlyBirdNA" and pay for any 4-6 day course (excluding Beta Courses and 300 Level Courses) by October 20, 2026.
Looking for Group Purchasing? Contact Sales
2 Free practice tests when you add a certification exam attempt to your course. Available for select courses below.
Add OnDemand Extended Access for 120 days to help you prepare for your GIAC exam. Available for select courses below.


Dr. Johannes Ullrich is the Dean of Research for SANS Technology Institute, a SANS Faculty Fellow, and founder of the Internet Storm Center (DShield.org) which provides a free analysis and warning service to thousands of Internet users and organizations.
Read more about Dr. Johannes UllrichEliminate the hassle of daily commutes and wasted travel time. You’ll have everything you need right from your home.
Hands-on learning with the opportunity to ask questions and receive instant feedback from world-renowned experts. Afterward, reinforce your skills with 4-months of access to daily course lecture archives.
Learn cutting-edge cybersecurity knowledge with hands-on labs that provide you with techniques you can immediately use in your organization.

