Responsible AI, generative models, agents and text, speech, vision and information extraction solutions with Microsoft Foundry: 302 original questions with detailed explanations, smart review and progress tracking. Independent prep resource, not affiliated with Microsoft.
Five real questions from our 302-question bank. Try to answer before revealing the solution.
1. In a chat model request, which message role sets the overall behavior and rules for the assistant?
Correct answer: B. The system message guides the model's behavior.
2. Which capability finds and can redact sensitive items such as phone numbers and email addresses in text?
Correct answer: C. PII detection helps protect personal data.
3. Which authentication approach is preferred over embedding an API key in application code?
Correct answer: C. Keyless Entra ID authentication avoids leaking secrets.
4. What does a sentiment analysis response typically include for each document?
Correct answer: D. Sentiment results include labels and scores.
5. Which feature of audio analysis labels which speaker said each part of a conversation?
Correct answer: C. Diarization attributes speech to speakers.
The question bank has 302 original questions. Each practice exam draws 50 questions weighted by domain, just like the official exam.
Microsoft's official AI-901 exam requires a score equivalent to 70% to pass. We use the same threshold in our practice exams so you train under realistic conditions.
Two domains: identify AI concepts and capabilities (40-45%), and implement AI solutions by using Microsoft Foundry (55-60%).
Yes, you can practice for free without signing up. Creating a free account adds progress tracking and smart review (SRS); the Pro tier removes daily question limits.
No. These are original questions written based on Microsoft's official "Skills measured" guide for AI-901, not extracts from the real exam or "exam dumps".