AI-500 practice examsFinished
Microsoft Certified: Multi-Agent AI Solutions Expert
Designing and building production multi-agent AI systems on Microsoft Foundry: architecting agents, tools, memory and orchestration; developing with advanced prompting, RAG, MCP tool ecosystems and orchestration frameworks such as Agent Framework and LangGraph; evaluating, optimising and monitoring; and securing, guard-railing and deploying with CI/CD.
What you get
Papers are cut from the bank and weighted like the real exam, and no question appears in two of them. Every wrong answer comes back on later days until you have it right.
What the exam covers
| Architect multi-agent solutions | 15-20% |
| Develop multi-agent solutions in Azure | 30-35% |
| Evaluate, optimize, and monitor multi-agent solutions | 20-25% |
| Secure, govern, and deploy multi-agent solutions | 20-25% |
Two sample questions
1. An agent with thirty tools frequently picks the wrong one. Which change addresses the cause?
- Increase the model's temperature setting
- Give the agent a larger context window
- Split into specialised agents with fewer tools each — correct
- Add a guardrail on the final output
Why: Specialisation shrinks each agent's choice set, which is what makes the choice reliable.
2. Which context-management technique keeps only recent messages?
- Selective summarisation
- A sliding window — correct
- Importance-weighted pruning
- A fork
Why: A sliding window of recent messages is one way to manage context pressure, alongside summarisation and pruning.
The real AI-500 exam
| Length | 120 minutes |
|---|---|
| Questions | 40-60 |
| Pass mark | 700 out of 1000 |
| Price | Standard Microsoft exam pricing; varies by region |
| Recommended before you sit it | Expert experience developing and deploying agentic systems, orchestrating agents in Microsoft Foundry, proficiency in Python, and familiarity with Agent Framework, MCP, RAG and LangGraph. |
| Valid for | One year; renew free on Microsoft Learn |
Exam facts as published by Microsoft; always check the vendor’s page before you book.
Study AI-500 with Chiron
Chiron is invitation-only while we are in beta, and nothing is for sale yet: invited accounts use every paper, drill and course note for free.