Starting Your AI Governance Program

In this episode... Tim and Tally sit down to tackle one of the most requested topics on The Boring AI Show: AI governance. While governance may sound like a dry policy conversation, the episode quickly turns into a practical discussion about trust, risk, responsibility, and what it really takes to bring AI into an organization without creating avoidable surprises. The episode starts with AI news stories that set up the broader theme. From AI literacy efforts in education to a brand mishap involving AI-generated marketing, Tim and Tally explore why organizations need more than enthusiasm when adopting AI. They need shared rules, clear expectations, and a thoughtful understanding of where AI fits into their culture, values, and daily work. The conversation covers what AI governance actually means, why it should not be treated as only an IT or legal issue, and how companies can begin building guardrails that are realistic for where they are today. Tim and Tally also discuss the risks of moving too fast, from reputational damage and workforce mistrust to shadow AI, data exposure, and tools evolving faster than policies can keep up. Throughout the episode, one theme keeps resurfacing: good AI governance is not about slowing innovation down. It is about helping people use AI with more confidence, more clarity, and more accountability, so organizations can move forward without losing sight of quality, trust, and human judgment. Topics Covered What AI governance means in practical terms Why governance is more than policy AI guardrails and avoiding bad surprises AI literacy for students, teachers, parents, and communities Human review for AI-generated marketing and public content Reputational risk, legal risk, financial risk, and workforce trust Shadow AI and tools already being used inside organizations Building an AI-forward team or steering committee Starting small with governance instead of overbuilding too early Model inventories and approved AI tool lists Data classification and acceptable use Policies, procedures, standards, and guidelines Use case intake and review workflows AI wearables, recording, consent, and workplace expectations Using AI for creative work, slide generation, and brainstorming Resources Articles and News Mentioned AI Literacy Framework for Primary and Secondary Education (https://ailiteracyframework.org/) REI got roasted for a nonsensical Instagram ad featuring a bike with 2 sets of handlebars and blamed a Meta AI tool (https://www.msn.com/en-us/money/compa...) EU AI Act (https://digital-strategy.ec.europa.eu...) Gamestorming: 7Ps Framework (https://gamestorming.com/7ps-framework/) TechCrunch: Humane’s AI Pin is dead, as HP buys startup’s assets for $116M (https://techcrunch.com/2025/02/18/hum...) Organizations Mentioned Mind Over Machines (https://mindovermachines.com/) OECD (https://www.oecd.org/) European Commission (https://commission.europa.eu/) Code.org (https://code.org/) REI Co-op (https://www.rei.com/) Meta (https://www.meta.com/) Microsoft (https://www.microsoft.com/) Anthropic (https://www.anthropic.com/) OpenAI (https://openai.com/) Google (https://www.google.com/) Adobe (https://www.adobe.com/) ElevenLabs (https://elevenlabs.io/) Higgsfield AI (https://higgsfield.ai/) Humane (https://hu.ma.ne/) HP (https://www.hp.com/) Tools and Technologies Mentioned Meta AI (https://www.meta.ai/) Microsoft Copilot (https://copilot.microsoft.com/) Copilot in PowerPoint (https://powerpoint.cloud.microsoft/cr...) PowerPoint Agents in Microsoft 365 Copilot (https://learn.microsoft.com/en-us/mic...) ChatGPT (https://chatgpt.com/) Claude (https://claude.com/) Adobe Firefly (https://www.adobe.com/products/firefl...) Higgsfield AI (https://higgsfield.ai/) ElevenLabs (https://elevenlabs.io/) Ray-Ban Meta AI Glasses (https://www.meta.com/ai-glasses/ray-b...) Google Maps (https://maps.google.com/) Google Street View (https://www.google.com/streetview/) Thanks for listening! Visit us at @mindovermachines.com (https://www.mindovermachines.com/) to learn more about us! Want to stay up to date on our latest AI insights? Subscribe to our newsletter here (https://subscribepage.io/theboringaishow) !