For CISOs, the sharper question is not whether frontier AI creates fresh danger, but whether it exposes long-standing identity, patching, and recovery gaps faster than teams can close them.
The fastest way to shrink vulnerability risk is to identify what is exposed, then cut the time it stays exposed.
The rush from AI experiments to production can leave organizations with hidden exposure in data, permissions, drift, and code review.
Cloud migration and AI adoption only pay off when modernization also fixes governance, data quality, identity controls, and internal alignment.
Enterprises are adding chatbots, coding assistants, and agents at speed, but the harder problem is keeping track of identity, access, and data handling as those tools spread.