Contextual AI Redefines Cyber Defense, Data for Enterprise Leaders

Unified Data Layers Simplify Security Operations for CIOs, CISOs Michael Novinson (MichaelNovinson) • March 24, 2026

Artificial intelligence is pushing decision-makers toward unified cybersecurity architectures that cut noise and cost.

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Most enterprises rely on 30 to 40 security tools, and the market is poised for disruption, said Umesh Padval, managing partner at Seligman Ventures. Each tool has its own interface, which creates budget strain and duplicate alerts. A new AI-driven model introduces a horizontal data layer, adds context and applies agents powered by knowledge graphs, he said. This structure consolidates tools, reduces redundant alerts and improves detection accuracy. It also helps security teams move faster by eliminating manual correlation across systems.

"All that contextual data allows the AI agent to be much more precise, and helps the false positive with the CISOs in the world do not like start becoming much ...