AI GOVERNANCE FOR THE PMO
AI Governance Your Portfolio
Can Actually Enforce
Most PMOs say they have an AI governance framework. Most have not actually built one that reaches the program level. Here is what a right sized framework looks like, and how we build it into every engagement.
88% of organizations claim they have a clear AI governance framework. Fewer than 25% have fully implemented the controls needed to manage bias, transparency, and security risk.
Evolvance Market Research, AI Governance Statistics, 2026THE GOVERNANCE GAP
Every program says it has a policy.
Almost no program has actually enforced one.
Delivery teams are not waiting for permission. Inside most ARTs and value streams, people are already using AI in backlog refinement, code, and stakeholder communications, with or without a policy telling them how. The gap between usage and governance is where the real risk lives, not in the AI tools themselves.
The cost of getting this wrong scales with how much is already running through the portfolio. A single ungoverned AI mistake in one program shows up fast, in the next steering committee review, in an audit, or in a decision nobody can fully explain after the fact. Waiting for a dedicated compliance team to catch it before it becomes a problem is not a plan.
We built our AI Governance practice to close exactly this gap at the program and portfolio level. Dr. Josh Stephens has spoken at industry conferences specifically on Data Governance, AI Governance, and AI Legislation, and every SIG engagement includes governance as a first-class deliverable, not an afterthought.
BY THE NUMBERS
67% already using AI, 18% have a policy
67% of employees are already using AI at work, but only 18% of organizations have formal AI policies in place. Evolvance Market Research, 2026
88% claim it, 25% built it
88% of organizations claim a clear AI governance framework. Fewer than 25% have fully implemented the controls that actually manage risk. Evolvance Market Research, 2026
OUR APPROACH
A framework built for how PMOs actually operate.
You need a governance program sized to your portfolio’s risk profile and budget, not a one-size-fits-all template, and one that plugs into the intake, backlog, and program reviews your PMO already runs, so someone actually maintains it after we leave.
Policy Foundation
A written AI usage policy your team can actually read and follow, covering approved tools, data handling, and who owns updates, built into your existing intake and demand management process rather than sitting in a separate binder.
Risk and Bias Review
A practical review of where AI outputs touch decisions about people, pricing, or compliance, folded into the risk registers and steering committee reviews your programs already run, with a verification step in front of each one.
Data and Access Controls
Clear rules for what data can go into which tools, matched to the access your team already has rather than a rebuild of your entire data stack.
Ongoing Accountability
A named owner inside the PMO or LACE, a review cadence that matches your PI cadence, and a simple way to prove the policy is being followed, not just filed away.
CLIENT RESULTS
Words from the people we have served.
“If you are wondering if Stephens Insight Group can help you, I highly recommend you reach out to start a conversation.”
Chief Data Officer
Healthcare and Fintech Executive
“Stephens Insight Group played a vital role in charting a clear path to production and removed many of the hurdles that had stymied us for months. Their impact has been transformational.”
Analytics Lead
National Healthcare Organization
“Stephens Insight Group has a rare ability to guide teams through complex change initiatives, simplifying intricate concepts and creating an environment where collaboration and innovation thrive. Both teams sustained the changes and were able to deliver more efficiently and predictably.”
Director, Technology Program Management
Global Fortune 500
Ready to close your
portfolio’s AI governance gap?
Start with a conversation. No pressure, just a candid look at where your program and portfolio governance actually stands today.