AI-103 Implement Generative AI And Agentic Solutions Practice Question
You are developing a generative AI application that uses Azure OpenAI. You want to track token consumption per user department for chargeback purposes. Which feature should you enable and utilize?
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
✓
Azure Monitor metrics and diagnostic logs with custom metadata tags
Enabling Azure OpenAI usage metrics combined with custom headers or Microsoft Entra ID claims allows tracking and auditing token consumption by department.
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
- ✗
Azure Cost Management budgeting alerts only
Why it's wrong here
Budgeting alerts provide financial notifications at the subscription level, but do not provide per-department token usage attribution.
- ✗
Azure AI Content Safety severity reports
Why it's wrong here
Content Safety reports track policy violations, not token usage quantities.
- ✗
Azure Advisor security recommendations
Why it's wrong here
Advisor provides security best practices, not usage tracking.
- ✓
Azure Monitor metrics and diagnostic logs with custom metadata tags
Why this is correct
Diagnostic settings send detailed request logs (including token counts) to Log Analytics where queries can aggregate consumption by tags.
About these practice questions
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JA
Written and reviewed by Johnson Ajibi, MSc IT Security
Senior Network & Security Engineer · founder of Courseiva
Last reviewed August 2026 · checked against the official Microsoft exam blueprint
This AI-103 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-103 exam.