Governing GenAI at Scale

Sat, 22 Nov 2025 00:00:00 +0000

Governance has a branding problem. Say the word in an engineering standup and watch shoulders drop. I understand why — too often it means slow reviews, vague anxiety, and a PDF no one read.

But here is the reframe that actually worked in healthcare: good governance is a force multiplier. When teams know the guardrails, they move faster inside them. Ambiguity is what kills velocity.

Governance is enablement

In regulated environments, governance is not about saying no. It is about creating safe paths to yes — predictable tiers, instrumented controls, and clarity about what Tuesday’s compliance conversation will look like.

Governance on Jamal Yusuf

Governing GenAI at Scale

Governance is enablement