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All issuesVolume 337, Issue 3IT NewsSecurity Boulevard

AI Risk Management in SaaS: A Practical Guide

Security Boulevard, Thursday, April 16th, 2026

AI risk is already inside your SaaS environment. It enters through user behavior, OAuth connections, browser sessions, and non-human identities interacting with AI tools. The model is only one part of the equation. The real risk comes from how AI is accessed, what it connects to, and what it can reach.

Most organizations still approach AI risk as a policy or model problem. That approach breaks down quickly in SaaS environments where adoption is fast, decentralized, and often invisible to security teams.

AI risk management needs to operate where the risk actually lives: identity, access, and integrations.

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