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OWASP LLM Top 10 · AI Cybersecurity

List the OWASP Top 10 for LLM Applications (2025 edition) and rank them by severity.

LLM01 Prompt Injection (highest severity), LLM02 Insecure Output Handling, LLM03 Training Data Poisoning, LLM04 Model Denial of Service, LLM05 Supply Chain Vulnerabilities, LLM06 Sensitive Information Disclosure, LLM07 Insecure Plugin Design, LLM08 Excessive Agency, LLM09 Overreliance, LLM10 Model Theft. In Bangalore enterprise pen-tests during 2025-2026, LLM01 Prompt Injection found in 87% of LLM apps; LLM06 Sensitive Info Disclosure in 62%; LLM02 Insecure Output Handling in 54%. These three are interview-must-knows.
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Related OWASP LLM Top 10 questions

OWASP LLM Top 10

Q. How would you mitigate LLM06 (Sensitive Information Disclosure)?

Layered approach: (1) Pre-input PII redaction (Presidio, AWS Comprehend PII); (2) System prompt restrictions (explicit 'never repeat user data, system info'); (3) Output PII filters before return; (4) Training/fine-tunin…
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