Cloud Security Alliance (CSA)
Overview
The Cloud Security Alliance (CSA) is a not-for-profit organization focused on defining and promoting best practices for secure cloud and, increasingly, AI computing. Within the agentic AI space, CSA's AI Organizational Responsibilities Working Group publishes research artifacts that establish testing, governance, and threat-modeling standards for Agentic AI systems — positioning CSA as one of the industry standards bodies shaping safe agentic deployment alongside NIST and Google SAIF.
Key Artifacts
Agentic AI Red Teaming Guide
Published August 2025, this guide defines a 12-category threat taxonomy and a four-phase (Preparation → Execution → Analysis → Reporting) testing methodology specifically for autonomous, multi-step, tool-using AI agents — extending traditional LLM red teaming to cover the full agentic action chain. See the full breakdown: Agentic AI Red Teaming Guide (CSA).
MAESTRO
MAESTRO (Multi-Agent Environment, Security, Threat, Risk, and Outcome) is CSA's multi-layered threat-modeling framework for Agentic AI — distinct from and complementary to the Red Teaming Guide's testing focus. MAESTRO addresses:
- Evaluation and Observability — detecting anomalies, poisoned datasets, evasion techniques
- Deployment and Infrastructure — compromised container images, orchestration attacks
- Agent Frameworks — backdoor attacks, input validation exploits, supply chain vulnerabilities
- Data Operations — data poisoning, exfiltration, tampering, compromised RAG pipelines
AI Organizational Responsibilities: Governance, Risk Management, Compliance, and Cultural Aspects
A companion artifact from the same working group addressing organizational-level AI governance structures, risk management processes, and compliance practices.
Relationship to Other Standards
CSA's agentic AI artifacts complement rather than replace other security frameworks referenced in this wiki:
| Body | Focus | Relationship to CSA |
|---|---|---|
| NIST AI RMF | Risk-based governance across the AI lifecycle | CSA's Red Teaming Guide calls out alignment with NIST AI RMF as a future-outlook priority |
| Google SAIF | Secure AI development/deployment foundation | Both share the three-layer (policy/guardrails/monitoring) defense philosophy |
| Agentic AI Foundation (AAIF) | Open standards (MCP, AGENTS.md) under the Linux Foundation | CSA artifacts are testing/governance guidance rather than protocol standards |
See Also
- Agentic AI Red Teaming Guide (CSA)
- Agentic AI Security Overview
- Agent Security Best Practices
- Agentic AI Foundation (AAIF)
References
- Agentic AI Red Teaming Guide — Cloud Security Alliance (Aug 2025)
- Agentic AI Threat Modeling Framework: MAESTRO — Cloud Security Alliance
- AI Organizational Responsibilities: Governance, Risk Management, Compliance, and Cultural Aspects — Cloud Security Alliance
- AI Organizational Responsibilities Working Group — Cloud Security Alliance