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Ethics & Safety · Advanced

Azure AI Content Safety: Filters, Prompt Shields and Groundedness Detection

The platform's safety layer - what the default filters actually block, how Prompt Shields defends against injection, and why groundedness detection is the most underused feature on Azure.

  • 45 min lesson
  • intermediate level
  • Azure AI Track
  • Narrated presentation

What you’ll learn

  • Default four harm categories at four severity levels, configurable per deployment
  • Prompt Shields: user prompt attacks versus document (indirect) prompt injection
  • Retrieved content is untrusted data, never instructions
  • Protected material detection and trainable custom categories
  • Groundedness detection as a production hallucination guard with ungrounded-sentence reasoning
  • Four-layer design: input shield, grounded generation, output filter, groundedness check
  • Per-call cost and latency - apply layers deliberately, not uniformly

Inside this lesson

A narrated, slide-by-slide presentation with 1 prediction exercise, 1 knowledge check, 3 videos. You answer as you go, and the platform checks your work.

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