This interactive guide is developed by the Vulcan Research Team, based on the risk categories defined in the OWASP Top 10 for Large Language Model (LLM) Applications (2025).
It is provided for educational purposes to help organizations better understand top security risks in LLM-powered systems. This guide is not affiliated with or endorsed by the OWASP and does not replace the official OWASP documentation.
Explore the interactive guide: https://owasp-demo.vulcanlab.ai/
Why OWASP Top 10 for LLM Matters
As generative AI adoption accelerates, traditional application security frameworks no longer fully address the unique risks introduced by LLM-based systems.
Unlike conventional software vulnerabilities, LLM risks are:
- Prompt-driven and context-sensitive
- Dynamic and continuously evolving
- Influenced by adversarial behavior and user interaction
- Expanded through plugins, APIs, and external integrations
The OWASP Top 10 for LLM Applications provides a structured and community-driven framework to identify, prioritize, and discuss the most critical risks in AI-powered systems.
For security leaders, AI engineers, and compliance teams, it serves as a common language to evaluate AI risk exposure and governance readiness.
What This Interactive Guide Provides
This interactive guide translates the OWASP risk categories into a structured, accessible learning experience.
It is designed to help practitioners:
- Learn how each risk may manifest in real-world LLM deployments
- Understand potential attack scenarios
- Facilitate internal training and discussions across business, security and compliance teams
Interested in Evaluating Your AI Security Posture?
Understanding the risks is the first step. Validating your AI systems against them is the next.
If your organization would like to:
- Assess your LLM applications against the OWASP Top 10s
- Conduct comprehensive adversarial testing
- Strengthen AI governance and security controls
Please contact the Vulcan team to learn more about AI security evaluation and risk assessment services.
