The Five Dimensions of AI-Ready Data: Measuring and Building Readiness for AI
The Thesis Most enterprises already believe their data is ready. They have a governed warehouse, curated models, dashboards the business trusts, and years of cleanup behind them. By every standard our industry has used for a decade, that data is considered ready. Then the AI pilot stalls, and nobody can quite say why. The model is fine. The platform is fine. The data has passed every quality check. Yet the agent hallucinates a metric, joins the wrong tables, or cannot find the one dataset that would have answered the question. The reason is not quality; it is that the consumer has changed. Data that […]