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What Is OWASP Top 10 for LLM Applications?

OWASP Top 10 for LLM Applications is a community-maintained list of the most critical security risks specific to applications built on large language models, first released in 2023 and updated for 2025.

Definition

OWASP Top 10 for LLM Applicationsa community-maintained list of the most critical security risks specific to applications built on large language models, first released in 2023 and updated for 2025.

Maintained by the OWASP GenAI Security Project, it is the de facto reference for LLM application security. It covers risks such as prompt injection, sensitive-information disclosure, supply-chain and training-data poisoning, improper output handling, excessive agency, system-prompt leakage, and vector and embedding weaknesses in retrieval-augmented systems. It is widely used to structure AI red-teaming and secure-development practices.

Source: OWASP GenAI Security Project — Top 10 for LLM Applications (2025)

Plain-language explanation

Maintained by the OWASP GenAI Security Project, it is the de facto reference for LLM application security. It covers risks such as prompt injection, sensitive-information disclosure, supply-chain and training-data poisoning, improper output handling, excessive agency, system-prompt leakage, and vector and embedding weaknesses in retrieval-augmented systems. It is widely used to structure AI red-teaming and secure-development practices.

Primary source: OWASP GenAI Security Project — Top 10 for LLM Applications (2025)

Related terms

Prompt Injection AI Red Teaming MITRE ATLAS Adversarial Example

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