Ninety days from today, your organization can have operational AI governance — not a policy document, not a committee structure, not a framework sitting in a binder. Governance that has been tested by a real AI deployment, refined by what you learned, and owned by a team capable of running it without outside help. That’s…
The manufacturing company that deployed predictive maintenance AI in 17 weeks didn’t have better technology than their competitor. They didn’t have a bigger team, a larger budget, or a more sophisticated AI model. They had one thing their competitor didn’t: they assessed their data before they built anything. Four weeks of targeted data assessment. Equipment…
There is a mid-market opportunity hiding inside Deloitte’s most recent AI governance research. Most people reading the survey missed it entirely — because the headline number looks like a problem. 70% of organizations have AI governance policies in place. Only 16% are satisfied with their AI adoption pace. The conventional reading: governance isn’t working. Organizations…
Here is what the beginning of a successful AI governance journey actually looks like. Not a governance office. Not a 200-page policy framework. Not a $500K consulting engagement that reorganizes everything you’ve built. It looks like a distribution company that wanted to deploy AI for demand forecasting. They knew their inventory data had inconsistencies —…
ISO 42001 implementation has become the gold standard for AI governance. Organizations across industries are pursuing certification to demonstrate they take AI seriously. But here’s what nobody tells you: passing the audit doesn’t mean you can deploy AI quickly. I watched a manufacturing company celebrate their ISO 42001 certification in December. By March, they still…
The pilot worked beautifully. Customer sentiment analysis AI processed support tickets. Accuracy: 94%. Business case: $600K annual savings. Stakeholders excited. CIO’s question: “Are we ready to deploy this to production?” The team’s answer: “Absolutely. The model works great.” Three weeks after deployment, disaster. The AI started escalating routine questions as “critical issues.” Customer satisfaction plummeted….
Here’s the uncomfortable truth about AI governance: The market is serving everyone except you. MIT’s Center for Information Systems Research focuses on companies with $1B+ in revenue. Their research is excellent—but explicitly excludes mid-market organizations. Deloitte, PwC, EY, and KPMG offer comprehensive AI governance solutions—with $800K-1.2M price tags designed for Fortune 500 budgets. ISO standards…
Data quality for AI determines whether your models succeed or fail. Your data science team just built an AI model that works beautifully. The pilot showed 40% improvement in prediction accuracy. The business case projects $2M in annual value. Leadership approved the budget to scale it. Then someone tries to run it on production data…
Your organization probably falls into this category. You’ve got a AI governance policies in place. Maybe you even have several—an AI ethics policy, a data governance framework, model risk management guidelines. They’re documented, approved by Legal, and posted on the company intranet. So why are your AI pilots still stuck in limbo? According to Deloitte’s…
