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Applied AI·August 6, 2026·1 min read

Security's AI advantage will go to the organizations already built for accountability

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The edge in AI security won’t come from the fanciest models but from who already has audit trails, governance, and clear ownership. If your security org can’t trace decisions today, adding AI will amplify confusion, not capability—fix the plumbing before you wire in new tools.