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All issuesVolume 340, Issue 3IT NewsAI

AI-Native Security Needs Enterprise Context

theCUBE Research, Tuesday, July 14th, 2026

Bolting AI onto existing security products is not AI-native; shared enterprise context across systems is the missing layer.

The article argues that vendors increasingly market AI capabilities, but adding AI to existing products does not make a solution AI-native.

Krista Case contends security's biggest challenge is no longer generating intelligence but creating the shared enterprise context that turns intelligence into action.

Fragmentation is the core problem: endpoint, identity, network and vulnerability tools produce huge data volumes without shared context, so an endpoint alert cannot tell whether a device supports a critical business process.

Effective decisions require cross-system understanding of identities, business processes, infrastructure and operational priorities.

Organizations that recover fastest from breaches will be those holding shared context across the whole operating environment.

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