Before You Scale AI, Build the Foundation Nobody Wants to Talk About
2-minute read
Most leaders treat AI governance as someone else’s problem. Brief the legal team. Create a policy. Hand it to IT. The assumption is that governance is a constraint on AI, something to check off before getting back to the more interesting work.
That assumption is exactly what creates the problems. Governance is not a constraint. It is what makes AI safe to scale. Without it, you are not moving faster. You are accumulating risk you cannot see yet, and the bill arrives later at a much higher price.
Three Questions to Answer Before You Scale
Who owns the output? If an AI tool generates a report, a recommendation, or a hiring decision, who is responsible for it? This is not a theoretical question. It is a liability question. Most organizations have not answered it. Define ownership before a problem forces the answer.
What data can employees feed into public AI systems? As we explored in the second post, every time someone pastes client information into an AI tool, they may be sharing proprietary data with a system with no confidentiality protections[SS1] Clear guidelines, ones employees actually understand and follow rather than ones that exist only in a policy document, are not optional. The regulatory landscape is moving quickly. The EU AI Act, various US state laws, and industry-specific regulations are creating a patchwork of requirements. Budget for compliance costs and build flexibility into your systems now.
How do you audit for bias? AI reflects the data it learned from. In hiring, healthcare, and lending, biases embedded in historical data get reproduced at scale, quickly and confidently. There is also the black box problem: if you cannot explain how a decision was made, you cannot defend it. In regulated industries that is a liability, not a theoretical concern. Knowing how your AI tools make decisions, and having genuine processes to review outputs, is vital [SS2] governance.
Clean data, clear guidelines, processes for review, and protocols for errors. None of this is exciting, but it is the difference between AI that creates value and AI that creates exposure.
Make It a Leadership Problem, Not an IT Problem
Someone needs to own AI strategy and ethics inside your organization, and it should not be purely IT or purely business, but both. The job is to track which AI is being used where, ensure compliance with evolving regulations, protect against AI-powered threats like deepfakes and advanced social engineering, and identify where to expand or consolidate. This role does not need to be large, but it does need to exist. And it needs to report to leadership, not disappear into a technology function where the business never sees it again.
The First Step Is Simpler Than You Think
Pick the hardest of the three questions above and schedule a conversation about it this week. Don’t simply form a committee or a working group; have one conversation with the right people. The organizations that get governance right are not the ones with the most elaborate policies. They are the ones where a named person is accountable, the first honest conversation has already happened, and someone is empowered to act on what they find.
About the Author
Dr. Melissa Fristrom
Founder, Core Allies, LLC
Melissa Fristrom is the founder of Core Allies, LLC an executive coaching and advisory firm that works with C-suite leaders navigating inflection points. She advises senior leaders on strategy, organizational change, and the human side of technology adoption. Before founding Core Allies, she held senior leadership roles in frontline positions up to CEO. She is based in Boston.
The artwork in this post is from fristrom.art. Melissa works in encaustic, pigmented wax layered to explore how color carries emotion, perception, and meaning. It is a practice that runs parallel to the questions this series is asking about leadership: looking more carefully at what is actually in front of you, rather than what you expect to see.
If any of this landed, useful or uncomfortable, that's worth paying attention to. I work with leaders and their teams on exactly these questions. I'd love to connect.
mfristrom@coreallies.com · (617) 444-9809 · coreallies.com