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Microsoft Certified: Azure AI Apps and Agents Developer Associate
This certification validates the ability of a developer to design and implement intelligent applications and AI agents on Microsoft Azure
- 120 min
- 70% to pass
- 50 bank questions
- 5 domains
certilumExam syllabus, organized by domain
The official Microsoft blueprint, with the real weight each domain carries on test day.
Try a real question
Answer one question from the live bank. Grading happens on our servers, so the answer key never reaches the page.
Try a real question
Sample Microsoft Certified: Azure AI Apps and Agents Developer Associate exam question
Answer this question the same way you would on exam day. No sign-up needed — one random question, three tries to swap it out.
When the model in the code snippet returns tool calls, what is the required next step?
response = client.chat.completions.create(
model="gpt-4o",
messages=[
{"role": "system", "content": "You are an assistant."},
{"role": "user", "content": "Get weather for Paris"}
],
tools=[{"type": "function", "function": {"name": "get_weather", "parameters": {"type": "object", "properties": {"city": {"type": "string"}}, "required": ["city"]}}}],
)
tool_calls = response.choices[0].message.tool_callsExam facts at a glance
Every figure below comes from the certification record or from the question bank itself.
- Time limit
- 120 minutes
- Passing score
- 70%
- Domains
- 5
- Questions in our bank
- 50
- Level
- ASSOCIATE
- Measured complexity
- 2.1 / 10
- Question mix
- 18 single · 17 multi · 15 interactive
Where the hard questions actually are
We score every question in the bank 1-10 on a reproducible formula. Below is the per-domain breakdown.
- Implement computer vision solutions7 questions · complexity 2.1/10 · Gentle
29% multi-select · 14% scenario · 29% interactive
- Implement generative AI and agentic solutions17 questions · complexity 2.0/10 · Gentle
35% multi-select · 0% scenario · 29% interactive
- Implement information extraction solutions6 questions · complexity 2.0/10 · Gentle
33% multi-select · 0% scenario · 33% interactive
- Implement text analysis solutions6 questions · complexity 3.0/10 · Gentle
33% multi-select · 33% scenario · 33% interactive
- Plan and manage an Azure AI solution14 questions · complexity 2.0/10 · Gentle
36% multi-select · 0% scenario · 29% interactive
Read the questions before you take them
The question bank with the correct answer and a written explanation for every item.
Frequently asked questions
What you need to know before attempting the Microsoft Certified: Azure AI Apps and Agents Developer Associate certification.