AI-102 Plan and manage an Azure AI solution Practice Question
You plan to use Azure AI Content Safety to detect hate speech in user-generated content. Which type of content safety is most appropriate for this scenario?
⚠ Common exam trap
Many candidates confuse the broad 'text moderation' capability with the more specialized 'Prompt Shields' feature, mistakenly thinking prompt injection protection is the same as hate speech detection, or assume 'custom categories' are needed when the built-in hate category already suffices.
Answer choices
Why each option matters
Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.
Correct answer & explanation
✓
Text moderation
Text moderation is the correct choice because Azure AI Content Safety's text moderation API is specifically designed to detect and filter hate speech, along with other harmful content categories like violence and self-harm, in user-generated text. It uses machine learning classifiers trained on a vast corpus to assign severity scores across predefined categories, making it the direct and most appropriate tool for this scenario.
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
- ✗
Custom categories
Why it's wrong here
Requires base text moderation to be configured first.
- ✗
Image moderation
Why it's wrong here
For image content, not text.
- ✗
Prompt Shields
Why it's wrong here
Protects against prompt injection attacks, not hate speech detection.
- ✓
Text moderation
Why this is correct
Detects hate speech and offensive language in text.
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JA
Written by Johnson Ajibi, MSc IT Security
Senior Network & Security Engineer · founder of Courseiva
This AI-102 practice question is part of Courseiva's free Microsoft certification practice question bank. Courseiva provides original exam-style practice questions with explanations, topic-based practice, mock exams, readiness tracking, and study analytics to help learners prepare for the AI-102 exam.