Secure AI models and data
Enabling rapid AI adoption starts with securing your data and AI models. Zscaler AI security posture management (AI-SPM) provides deep insights into your AI-powered environments while proactively mitigating data and AI risks.

Gain a 360-degree view of your AI models, agents, and services

Identify and secure AI training data against data poisoning, misconfigurations, and exposure

Align with new and emerging AI compliance frameworks
The Problem
AI raises security risks and concerns
80%
65%
40%
Solution Overview
Secure data, AI, and LLMs with confidence
Zscaler AI-SPM provides deep visibility into all AI services, agents, and models deployed in your environment. Leveraging advanced LLM classification, Zscaler AI-SPM discovers, classifies, and assesses risks of sensitive data that maps to any AI services, providing a 360-degree view of all of your data, AI, and its correlated risks.
Natively integrated with the Zscaler Data Security platform, Zscaler AI-SPM enables you to confidently secure data, AI and LLMs in the cloud.
Broad coverage and native integration
Natively protect resources associated with platforms like Amazon Bedrock, Microsoft Azure Foundry AI, and Google Vertex AI, as well as unmanaged AI services like Hugging Face and Ollama.
AI-powered auto-discovery and classification
Automatically discover, classify, and inventory AI-related services and connected data assets, including models, datasets, and vectors.
AI and data risk mitigation
Correlate risks such as data poisoning, misconfigurations, data exposure, misuse, and entitlements, and mitigate AI and data risks with guided remediation.
Regulatory compliance assurance
Meet standards and mandates like NIST AI RMF 600-1, EU AI Act, HIPAA, GDPR, and more through continuous monitoring and compliance reporting.
Instantly assess your data risk
Our Data Risk Assessment is fast and easy. Get instant visibility of your data, risk, and exposure, and receive expert guidance on security issues.
Solution Details
Secure a diverse AI and data landscape
Discover your entire AI landscape
Easily manage your growing AI ecosystem with simplified oversight as well as robust visibility and control over AI deployments, resources, and components.


AI Deployment Visibility
Understand AI models, agents, and services used across your organization, where they are deployed, and the resources they rely on.

Shadow AI Detection
Uncover AI deployments that may not be formally sanctioned or known to your IT or security teams.

Model Inventory and Lineage
Get additional information and context on AI technologies, such as publisher, country of origin, licensing terms, and risk factors.

AI Services Coverage
Ensure coverage of major cloud providers' AI services, such as Microsoft Azure Foundry AI, Amazon Bedrock, and Google Vertex AI.
Assess your AI risk and posture
Analyze and prioritize risk with AI. Identify misconfigurations, access risk, and vulnerabilities in AI agents, deployments, and retrieval-augmented generation (RAG) frameworks.


Risk Analysis
Map the entire AI supply chain to expose misconfigurations, excessive permissions, and vulnerabilities for AI services and related assets.

Risk Prioritization
Filter out the noise and prioritize incidents based on risk likelihood and impact through in-depth analysis.

Advanced Threat Correlation
Minimize risk by using AI/ML to correlate threats that determine hidden attack paths, leveraging the world’s largest security cloud.

Adaptive Access Intelligence
Get a granular, risk-based, user-centric view of all AI access paths to mission-critical data assets and their configurations.
Ensure responsible use of AI
Remediate AI/LLM risks and streamline risk management with context-based guided remediation, enabling security teams to easily fix issues and violations at the source.


AI Guardrails
Enforce security best practices and guardrails to secure AI deployments.

Guided Remediation
Remediate data exposure, misconfigurations, and security risk by leveraging step-by-step guided remediation with complete context.

Fast, Adaptive Security
Configure real-time alerts to keep pace with rapid change to the AI environment, reducing investigation and response times.

Least-Privileged Access
Minimize the attack surface by remediating overprivileged access and risky AI access paths to sensitive data.

Seamless Integrations
Integrate with DSPM/DLP solutions or ITSM tools to improve operational efficiency.
Secure AI models and training data
Monitor and protect data usage by AI model to safeguard sensitive or regulated data used in training datasets against inadvertent leaks or adversarial attacks.


AI Readiness
Leverage auto-data discovery and AI-powered classification to build precise training datasets and prevent oversharing while reducing the attack surface and improving your risk posture.

Exposure Prevention
Monitor data flows, access to sensitive data, alert on critical and regulated data used in AI training, and reduce the risk of data misuse or exposure.

Data Governance
Monitor data compliance and security risks with prebuilt policies to automatically flag critical issues.

Model Interaction Analysis
Review prompt and output logs to detect model misuse and mitigate potential data exposure risks.

Secure Data Access
Discover, analyze, and remediate overexposed data used in AI training models. Revoke access from overprivileged users, whether internal or external, to reduce insider risk.
Align with AI governance frameworks
Ensure AI and data usage is protected without geographical or regulatory differences with robust, real-time data compliance and governance, no matter where the data resides.


Compliance Visibility
Get comprehensive visibility into AI and data compliance posture with a dynamic view of compliance status, configuration drifts, and policy violations.

Compliance Benchmarking
Automatically benchmark against regulations like GDPR or HIPAA as well as AI-specific standards like NIST AI RMF 600-1.

Violation Remediation
Drill down on compliance violations to prioritize remediation efforts, minimizing the risk of data breaches and associated legal liabilities.

Analytics and Reporting
Take advantage of comprehensive compliance data, analytics, and automated reporting for technical compliance audits.
Experience the power of the Zscaler Zero Trust Exchange
A comprehensive platform to secure, simplify, and transform your business
01 Security Operations
Reduce risk, and detect and contain breaches, with actionable insights from a unified platform
02 Cyberthreat Protection
Protect users, devices, and workloads against compromise and lateral threat movement
03 Data Security
Leverage full TLS/SSL inspection at scale for complete data security across the SSE platform
04 Zero Trust for Branch and Cloud
Connect users, devices, and workloads between and within the branch, cloud, and data center