LLM Honeypot

LLM Honeypot is an AI security tool that deploys a deceptive fake chatbot interface to detect and trap prompt injection attacks for security researchers and developers. It presents itself as a convincing enterprise-grade AI assistant — branded as 'CorpAI Assistant, Enterprise AI Chatbot v2.1.4 • Secure Connection' — to lure attackers into revealing prompt injection and jailbreak attempts rather than targeting real LLM-powered systems. The interface is a fully rendered web chatbot with a live counter that increments each time an attack is trapped, giving operators real-time visibility into adversarial activity. Because LLM Honeypot is open-source and self-hosted, teams retain full control over the decoy environment and the captured attack data, with no dependency on external cloud services. It is particularly useful for blue teams studying attacker behavior, researchers cataloguing emerging prompt injection techniques, and developers who want to understand the threat landscape before deploying production AI chatbots. The tool fills a gap in the AI security toolkit: most honeypots are designed for network intrusion, not for LLM-specific attack vectors such as indirect prompt injection, system-prompt extraction, and role-play jailbreaks. By absorbing these attacks in a controlled environment, LLM Honeypot lets teams build better defenses for real AI applications. Best for: security researchers, red/blue teams, and developers who want to study and capture real-world prompt injection attacks against LLM-powered systems.

prompt injection detection, jailbreak attack research, LLM security testing, AI red teaming, adversarial attack logging, cybersecurity research