PromptTrace — AI for Cybersecurity & IT Infrastructure

For cybersecurity and IT teams, understanding LLM vulnerabilities is no longer optional. PromptTrace moves beyond theory, offering a free, hands-on training ground to build practical defense skills. Unlike simply reading about attacks, you execute them against real LLMs in a sandboxed environment, providing an intuitive grasp of the mechanics. Its standout feature, the 'Context Trace,' gives you an unprecedented view into the assembled prompt layers—system instructions, RAG context, and tool definitions—so you can see exactly why an exploit succeeds or fails. This is crucial for developing robust mitigation strategies. The curriculum is aligned with the OWASP Top 10 for LLM Applications, ensuring the skills you learn are relevant and industry-recognized. With over 767 security professionals actively using the platform and more than 3,900 challenges solved, it's a proven resource. The platform includes 10 labs, 17 CTF levels, and 9 learning modules, allowing you to progress from fundamental concepts like direct injection to advanced attacks like RAG poisoning and tool abuse, all at no cost.