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CSA Research Publications

Whitepapers, Reports and Other Resources

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AI Security Maturity Model (AISMM)

AI Security Maturity Model (AISMM)

Release Date: 05/19/2026

The objective of the CSA AI Security Maturity Model (AISMM) is to provide organizations a roadmap on building an enterprise AI security program. Although the...

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The "AI Vulnerability Storm"

The "AI Vulnerability Storm"

Release Date: 05/01/2026

AI is fundamentally changing the speed, scale, and economics of vulnerability discovery—and most security programs aren’t built to keep up. This publicati...

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Autonomous but Not Controlled

Autonomous but Not Controlled

Release Date: 04/20/2026

AI agents are rapidly becoming embedded across enterprise environments. They span cloud platforms, SaaS applications, internal systems, and LLM-driven wor...

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Enterprise AI Security Starts with AI Agents

Enterprise AI Security Starts with AI Agents

Release Date: 04/15/2026

This survey report explores the rise of AI agents in enterprises, as well as the reality of autonomous AI risks. Commissioned by Zenity, the report reveal...

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The Rise in Unstructured Data and AI Security Risks

The Rise in Unstructured Data and AI Security Risks

Release Date: 03/30/2026

As organizations generate increasing volumes of files, documents, communications, and logs across the cloud, they're also pushing traditional security mod...

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Identity and Access Gaps in the Age of Autonomous AI

Identity and Access Gaps in the Age of Autonomous AI

Release Date: 03/23/2026

Enterprises are embedding agentic AI across their environments, allowing agents to interact with applications, infrastructure, and data systems. They are ...

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Using Zero Trust to Secure Enterprise Information in LLM Environments

Using Zero Trust to Secure Enterprise Information in LLM Environments

Release Date: 03/02/2026

The rapid adoption of Generative AI (GenAI) is transforming organizational workflows. However, it's also escalating risks related to data privacy, intelle...

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Data Loss Prevention and Data Security Posture Management in Healthcare

Data Loss Prevention and Data Security Posture Management in Healthcare

Release Date: 02/18/2026

Healthcare organizations are rapidly adopting artificial intelligence to improve patient care, operational efficiency, and research innovation. AI in heal...

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Securing Autonomous AI Agents

Securing Autonomous AI Agents

Release Date: 02/04/2026

Autonomous AI agents are being embedded across cloud, hybrid, and on-prem environments. However, most identity systems were built for humans, not for self...

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The State of Non-Human Identity and AI Security

The State of Non-Human Identity and AI Security

Release Date: 01/26/2026

Based on a comprehensive survey of IT and security professionals, this report explores how rapid AI adoption amplifies long-standing Identity and Access M...

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Security Controls Catalog WG 2026 Charter

Security Controls Catalog WG 2026 Charter

Release Date: 01/26/2026

This charter establishes the mission, scope and responsibilities, goals, objectives, and operational procedures for the Security Controls Catalog (SCC) WG. ...

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The State of AI Security and Governance

The State of AI Security and Governance

Release Date: 12/17/2025

Organizations are rapidly moving from AI experimentation to operational deployment, yet their abilities to secure this transformation vary widely. Commiss...

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Data Security within AI Environments

Data Security within AI Environments

Release Date: 12/03/2025

As organizations adopt large language models, multi-modal AI systems, and agentic AI, traditional safeguards must evolve. This publication provides a comp...

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Introductory Guidance to AICM

Introductory Guidance to AICM

Release Date: 11/19/2025

The AI Controls Matrix (AICM) provides a foundational security and governance framework for AI service providers and customers. It helps them securely imp...

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Capabilities-Based Risk Assessment (CBRA) for AI Systems

Capabilities-Based Risk Assessment (CBRA) for AI Systems

Release Date: 11/12/2025

This publication introduces the Capabilities-Based Risk Assessment (CBRA), a structured, scalable approach to evaluating AI risk in enterprise environment...

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AI Controls Matrix

AI Controls Matrix

Release Date: 07/09/2025

The AI Controls Matrix (AICM) is a first-of-its-kind vendor-agnostic framework for cloud-based AI systems. Organizations can use the AICM to develop, impl...

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Beyond the Hype: A Benchmark Study of AI Agents in the SOC

Beyond the Hype: A Benchmark Study of AI Agents in the SOC

Release Date: 10/06/2025

CSA experts conducted a benchmarking study that evaluated how AI can transform alert investigations in Security Operations Centers (SOCs). Using simulated...

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MLOps Overview

MLOps Overview

Release Date: 08/27/2025

Machine learning (ML) is becoming increasingly central to business operations, making the security of ML pipelines essential rather than optional. Machine...

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Analyzing Log Data with AI Models to Meet Zero Trust Principles

Analyzing Log Data with AI Models to Meet Zero Trust Principles

Release Date: 09/15/2025

Logs are fundamental to Zero Trust. They capture critical details about user activity, device behavior, network traffic, and application access. However, ...

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The State of Cloud and AI Security 2025

The State of Cloud and AI Security 2025

Release Date: 09/09/2025

This global survey report, developed in partnership with Tenable, examines how organizations are adapting security strategies for hybrid, multi-cloud, and...

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