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OWASP Top 10 For
LLM Applications

Enterprises today face unprecedented risks associated with LLMs, such as model theft, excessive agency, and sensitive data exposure. The OWASP Top 10 List for LLM Applications helps highlight the most critical vulnerabilities - identified by 500 experts who analyzed and identified 43 unique LLM threats- and best mitigation strategies, enabling organizations to secure AI systems and applications.

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In this Infographic, we’ve illustrated the 10 perils of the LLM realm & mitigation best practices:

  1. Prompt Injection: A top-ranked vulnerability, allowing attackers to manipulate LLMs.
  2. Insecure Output Handling: When LLM-generated outputs are not adequately filtered.
  3. Training Data Poisoning: When LLMs are trained on corrupt data.
  4. Model Denial of Service: Overloading LLMs with complex queries, slowing down the model.
  5. Supply Chain Vulnerabilities: Poisoned data & tampered models lead to biased or inaccurate output.
  6. Sensitive Information Disclosure: Sensitive data or personally identifiable information is exposed.
  7. Insecure Plugin Design: Plugins lacking validation may lead to data exfiltration.
  8. Excessive Agency: LLMs given excessive permissions may lead to exposed data.
  9. Overreliance: Relying on LLM-generated data without validation can result in critical errors.
  10. Model Theft: Attackers gain unauthorized access to LLM models, such as via misconfigured settings.

To discover how each threat could harmfully impact your enterprise and explore detailed mitigation steps—download your copy now.

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OWASP Top 10 For LLM Applications

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