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Groundedness Detection vs Groundedness Evaluation: Two Azure Products, One Name

Deep Dive Azure · Aug 6, 2026 · 8 min read
One name, two products, two lifecycle stages. Azure AI Content Safety’s Groundedness detection blocks and corrects ungrounded answers at runtime; the Evaluation SDK’s GroundednessEvaluator scores them offline in CI. Here’s the decision boundary for RAG, the without-Foundry path for each, the honest recall numbers, and the open-source substitutes.
Groundedness Detection vs Groundedness Evaluation: Two Azure Products, One Name