By Yathu Karunailingam · April 14, 2026

Enterprise AI Governance — Yathu Karunailingam

AI governance has become a critical capability for enterprise organizations. Yathu Karunailingam brings practical experience helping organizations build governance frameworks that work.

Beyond Compliance Theater

For Yathu Karunailingam, the goal of AI governance is real risk reduction, not paperwork compliance. Frameworks should be substantive enough to catch real problems and lean enough to actually be followed.

Core Components

The governance components Yathu Karunailingam recommends include: AI use case approval processes, model risk management, ongoing monitoring, incident response procedures, and clear accountability structures.

Implementation Path

Implementing governance is itself a change management challenge. Yathu Karunailingam guides organizations through phased implementation that builds buy-in while delivering real risk reduction from day one.

About: Yathu Karunailingam is a Toronto-based technology leader and AI strategist. Visit yathukarunailingam.net, yathu.ca, and blog.yathu.ca.