1
Single choice~90s
A deployment is created successfully but every inference request returns 401. The application's managed identity holds Contributor on the Foundry resource. What is the cause?
Developing AI Apps and Agents on Azure — Question Bank
MS_AI_103Ready to test yourself?
A timed, blueprint-proportional exam drawn fresh from this bank — with a per-domain score report.
🔓 Free preview: showing 10 of 60 questions. Unlock the full bank — every question, explanation, and reference.
Unlock all 60 questions →10 questions across 5 topics. Choose an answer for each question, then check it to see the correct answer and explanation.
Filter by topic
All 10 questions
PLAN_MANAGE
Plan and manage an Azure AI solution
10 questions in topicChoosing appropriate models and Foundry services for generative, grounding, vector search, agent and multimodal tasks; designing infrastructure, deployment options and CI/CD integration; managing quota, scaling, rate limits and cost; monitoring performance, drift, safety and grounding quality; securing with managed identity and private networking; and implementing responsible AI through filters, evaluators, auditing and agent governance.
2
Single choice~90s
A team wants to reference a model in application code by a stable name that does not change when the underlying model version is upgraded. What should the code call?
3
Multiple selectSelect 2 answers~130s
An application must call a Foundry deployment with no stored credential and no public network exposure. Which TWO configurations are required? (Choose two.)
4
Single choice~90s
A nightly job processes 2 million documents through a model. Results are needed by morning and cost must be minimised. Which deployment type fits?
5
Single choice~90s
Which observation indicates that a deployment's quota is genuinely insufficient rather than that its traffic is bursty?
6
Single choice~90s
A Foundry project's flows must move through development, test, and production with the same definition and environment-specific targets. What should be parameterised?
7
Single choice~115s
A model version pinned to a production deployment reaches its retirement date and the deployment stops serving requests. Which upgrade policy would have prevented the outage without introducing an unvalidated version earlier?
8
Single choice~90s
Which control prevents an agent from taking an irreversible action without human authorisation?
9
Single choice~90s
A RAG assistant is blocked by the default content filter when summarising legitimate clinical documents. What is the correct remedy?
10
Multiple selectSelect 2 answers~105s
Which TWO signals belong to monitoring the quality of an AI system rather than its infrastructure? (Choose two.)