By Yathu Karunailingam · April 14, 2026

AI Governance Frameworks — Yathu Karunailingam

AI governance has become a critical capability for enterprise organizations. Yathu Karunailingam provides frameworks that organizations can adapt to their specific needs.

Core Components

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

Avoiding Governance Theater

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

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