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Why one governed definition per metric stops KPI drift, plus an ownership model and a six-point acceptance checklist you can apply this quarter.
Anthropic's Claude Dashboards beta moves the analytics front door. Here's why governed context, not visualization, decides enterprise trust.
AI should generate SQL only after intent and metric definitions are resolved. A routing framework for text-to-SQL governance and accuracy.
A valid SQL query can still answer the wrong question. Learn which checks validate SQL accuracy and which validate analytics accuracy.
What OpenAI's Data agent shipped, the semantic layer it depends on, and how to keep governed metric definitions portable across front doors.
Learn how to implement semantic validation for AI queries: resolve intent to approved definitions, check join paths and grain, and compile permissions.
Joins encode business rules about grain, ownership and which records count. See why entity relationships are a governance problem, not a schema link.
Text-to-SQL optimizes query generation, but metric resolution is the unsafe step. Why governed metrics in a semantic layer fix silent semantic errors.
LLMs draft SQL well but can't hold authority at scale. See the benchmark gaps and the five constraints that must live outside the model.
