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# Machine-readable citation metadata. GitHub shows it as "Cite this repository",
# and the release workflow builds the Zenodo record from it.
# Spec: https://citation-file-format.github.io
#
# TODO(orcid): several authors still have no `orcid:`. Adding one lets indexers
# tell apart authors with common names, and it carries through to Zenodo.
# The author list and its order follow the Acknowledgements page of the
# published 2026 PDF: project leads, then entry leads LLM01 to LLM10.
cff-version: 1.2.0
message: "If you use this work, please cite it as below."
title: "OWASP Top 10 for Large Language Model Applications"
abstract: >-
OWASP Top 10 for LLM Applications 2026 is the latest community-driven guide to
the most critical security risks facing applications powered by large language
models. Developed by hundreds of AI security experts, this edition introduces
updated rankings, expanded threat coverage, and new research grounded in
thousands of real-world AI security incidents. The guide provides practical
explanations, attack scenarios, and actionable mitigations for developers,
architects, security teams, and CISOs, while mapping risks to leading industry
frameworks including NIST, MITRE ATLAS, CWE, and the OWASP Top 10 for Agentic
Applications, making it an essential resource for building and securing modern
AI.
type: dataset
version: "2026"
date-released: 2026-08-04
license: CC-BY-SA-4.0
url: "https://genai.owasp.org/llm-top-10/"
repository-code: "https://github.com/GenAI-Security-Project/GenAI-LLM-Top10"
# Concept DOI: always resolves to the newest edition. Cite this one.
doi: 10.5281/zenodo.22109014
keywords:
- OWASP
- LLM security
- generative AI
- AI security
- application security
- prompt injection
- threat modeling
authors:
- given-names: Steve
family-names: Wilson
- given-names: Rock
family-names: Lambros
orcid: "https://orcid.org/0009-0000-7853-4836"
- given-names: Rachel
family-names: James
- given-names: Emmanuel
family-names: Guilherme
- given-names: Ken
family-names: Huang
orcid: "https://orcid.org/0009-0004-6502-3673"
- given-names: Andy
family-names: Smith
- given-names: John
family-names: Sotiropoulos
- given-names: Stefano
family-names: Amorelli
orcid: "https://orcid.org/0009-0004-4917-0999"
- given-names: Sumeet
family-names: Jeswani
orcid: "https://orcid.org/0009-0007-2477-9302"
- given-names: Mark
family-names: Roxberry
- given-names: Anitha
family-names: Dakamarri
- given-names: Sahil
family-names: Mehta
- given-names: Venkata Sai Kishore
family-names: Modalavalasa
- given-names: Alex
family-names: Leung
- given-names: Vinnie
family-names: Giarrusso
- given-names: Sonu
family-names: Kumar
- given-names: Savio
family-names: Dsouza
- given-names: Arshi
family-names: Chadha
orcid: "https://orcid.org/0009-0009-6479-5811"
- given-names: Rico
family-names: Komenda
- given-names: Gavin
family-names: Klondike
- name: "OWASP GenAI Security Project"
website: "https://genai.owasp.org"
preferred-citation:
type: report
title: "OWASP Top 10 for Large Language Model Applications"
institution:
name: "OWASP Foundation"
website: "https://owasp.org"
version: "2026"
year: 2026
month: 8
license: CC-BY-SA-4.0
url: "https://genai.owasp.org/llm-top-10/"
# Concept DOI: always resolves to the newest edition. Cite this one.
doi: 10.5281/zenodo.22109014
authors:
- given-names: Steve
family-names: Wilson
- given-names: Rock
family-names: Lambros
orcid: "https://orcid.org/0009-0000-7853-4836"
- given-names: Rachel
family-names: James
- given-names: Emmanuel
family-names: Guilherme
- given-names: Ken
family-names: Huang
orcid: "https://orcid.org/0009-0004-6502-3673"
- given-names: Andy
family-names: Smith
- given-names: John
family-names: Sotiropoulos
- given-names: Stefano
family-names: Amorelli
orcid: "https://orcid.org/0009-0004-4917-0999"
- given-names: Sumeet
family-names: Jeswani
orcid: "https://orcid.org/0009-0007-2477-9302"
- given-names: Mark
family-names: Roxberry
- given-names: Anitha
family-names: Dakamarri
- given-names: Sahil
family-names: Mehta
- given-names: Venkata Sai Kishore
family-names: Modalavalasa
- given-names: Alex
family-names: Leung
- given-names: Vinnie
family-names: Giarrusso
- given-names: Sonu
family-names: Kumar
- given-names: Savio
family-names: Dsouza
- given-names: Arshi
family-names: Chadha
orcid: "https://orcid.org/0009-0009-6479-5811"
- given-names: Rico
family-names: Komenda
- given-names: Gavin
family-names: Klondike