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AI Security HubFrameworksUpdated 2026-08-08

OWASP GenAI and LLM Security Guide

OWASP guidance helps teams assess application-level LLM and GenAI risks such as prompt injection, insecure output handling, tool misuse, and data leakage.

OWASP guidance is useful for application-level GenAI threat analysis.
It complements, rather than replaces, broader governance and lifecycle assessment.
Use accurate project naming and avoid implying official endorsement or partnership.

Typical risk areas

OWASP guidance is especially helpful when a system accepts user prompts, retrieves data, calls tools, or returns content that can be acted on downstream.

  • Prompt injection and instruction hijacking.
  • Sensitive data exposure.
  • Insecure output handling.
  • Excessive agency in tool-using agents.
  • Supply-chain or dependency issues in the GenAI stack.

How it complements a broader assessment

OWASP-oriented testing focuses on the application and runtime behavior of LLM systems. A broader AI security assessment adds governance, inventory, identity, vendor, and monitoring checks around that technical core.

Practical interpretation

Use OWASP guidance to sharpen the technical testing checklist, then use a broader assessment to decide which systems deserve remediation first.

Next step

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References

  • OWASP Top 10 for Large Language Model Applications

Related guides

  • Generative AI Security Risk Assessment Guide
  • AI Security Assessment Checklist
  • What Is an AI Security Assessment?
SAIS
SecureAIScore™
Assess. Download. Improve.

Executive-ready AI Security Assessment for teams that need clear scores, trustworthy reports, and a clean path from insight to action.

Release 18.7
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  • Security Scanner
  • AI Security Assessment
  • Governance Assessment
  • Methodology
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  • AI Security Hub
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For Yourself. For Your Team. For Your Enterprise.
© 2026 SecureAIScore™. All rights reserved.
SAIS
SecureAIScore™
Assess. Download. Improve.

Executive-ready AI Security Assessment for teams that need clear scores, trustworthy reports, and a clean path from insight to action.

Release 18.7
Product
  • Security Scanner
  • AI Security Assessment
  • Governance Assessment
  • Methodology
Resources
  • AI Security Hub
  • Tools
  • Compare
  • Research
Support
  • FAQ
  • Contact
  • Merchant Information
  • Billing and Payment Support
Legal
  • Privacy Policy
  • Terms of Service
  • Cookie Policy
  • Delivery and Fulfillment
  • Distance Sales Agreement
  • Cancellation and Refund Policy
For Yourself. For Your Team. For Your Enterprise.
© 2026 SecureAIScore™. All rights reserved.