AI BI Semantic Layer Generator

Model governed metrics and dimensions with caching and consistent delivery to BI tools

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Frequently Asked Questions

Common questions about ai bi semantic layer generator

How do I define metrics?

Use a central catalog with owners, formulas, dimensions, and tests. Version metrics and document them.

How do I avoid metric drift?

Enforce definitions in one layer, run contract tests, and block breaking changes before release.

How do I integrate BI tools?

Expose SQL endpoints/connectors for Looker, Tableau, Power BI. Keep row-level security consistent.

How do I cache results?

Use materializations, aggregates, and smart caches. Invalidate on source changes or schedule refresh.

How do I govern access?

Apply RBAC/ABAC to metrics/dimensions, log queries, and audit who used which metric.

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