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Vulnerability DetectionA03:2021A04:2021

AI & LLM Security Scanner

Detect prompt injection, AI model exposure, and LLM integration vulnerabilities.

Applications integrating AI and LLMs face unique security risks including prompt injection, model endpoint exposure, and data leakage through AI responses. Our scanner checks for exposed AI endpoints, prompt injection vectors, and insecure LLM integration patterns.

What This Scanner Does

Detects exposed AI/LLM endpoints, tests for prompt injection vulnerabilities in chatbot interfaces, checks for model API key exposure, analyzes AI response patterns for data leakage, and identifies insecure integration patterns with language models.

Why It Matters

AI-powered features are rapidly being added to web applications, often without security review. Prompt injection can bypass AI guardrails, exposed model endpoints can be abused for free inference, and AI responses can inadvertently leak sensitive training data or system prompts.

Common Findings

  • Exposed AI/LLM API endpoint without authentication
  • Prompt injection vulnerability in chat interface
  • AI model API key exposed in client-side code
  • System prompt leakage through crafted queries

OWASP Top 10 Coverage

A03:2021Injection
A04:2021Insecure Design

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