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Independent comparison guide · Updated April 2026

You already have security tools.Where does AI governance fit?

Most CISOs are not asking what is the best AI governance vendor. They are asking whether they need one if they already have Zscaler, Purview, or Nightfall. This guide answers that, by stack.

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The map

Where every layer of your stack stops, and where AI governance starts

One matrix. Seven stack categories you may already own, eight controls that AI risk requires. Print it, paste it into a board memo, or use it to score your own gaps.

AI governance stack map
Control
SSESecure Service EdgeZscaler, Netskope, Palo Alto
DLPData Loss PreventionNightfall, Polymer, Symantec
EDREndpoint DetectionCrowdStrike, SentinelOne
CASBCloud Access BrokerNetskope CASB, MS Defender for Cloud Apps
PurviewMicrosoft 365 governancePurview, Defender, Entra
IAMIdentity & AccessOkta, Entra ID, Ping
AonaBrowser pluginChrome, Edge, Firefox
AonaNative endpoint appWindows + macOS
Discover
Shadow AI app discovery
Which AI tools are employees using
Per-prompt content classification
What data is sent to the model
Native desktop AI app interception
ChatGPT, Copilot, Claude desktop apps
AI agent inspection
Process, network, MCP server discovery
Off-network and BYOD coverage
Personal devices, unmanaged endpoints
Govern
Real-time user coaching
Inline guidance at the moment of action
AI-specific policy templates
Acceptable use, model allowlist, data classes
Policy violation trend reporting
Per team, per tool, over time
Protect
Block unsanctioned AI apps
At the network, the page, or the prompt
Inline prompt redaction
Strip PII or secrets before they hit the model
Layout-preserving file redaction
DOCX and Excel uploads kept readable after redaction
Covers itPartial — narrow scopeOut of scopeBased on vendor docs as of April 2026.

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FAQ

What CISOs actually ask

It depends on the question you are answering. Zscaler shows you which AI apps are being used at the network level. Purview governs data inside Microsoft 365. Neither sees what an employee actually types into ChatGPT, coaches them at the moment of action, or measures whether their behaviour is improving over time. If those three things matter to you, you need a layer those tools do not provide. See the Zscaler comparison.
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