The context and control gap: 2026 enterprise AI benchmark
How enterprise AI leaders are closing the context and control gap, and what is still holding the rest back. Research conducted in partnership with The Harris Poll, August 2026
With the demand for AI growing daily, you can’t afford to wait any longer. Designed for organizations at any stage of the AI journey, this ebook will teach you why AI governance is critical and our four-step AI governance framework to successfully im
Introduction: The mandate has arrived, the readiness has not
Who owns the mandate?
The verification gap
Why agents stall in pilot
The manual review ceiling
Preparing for regulation that’s already here
What context and control governed organizations do differently
Closing the gap
About Collibra
Methodology and participants
