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Microsoft AI-102 Exam Overview:
| Certification Vendor: | Microsoft |
|---|---|
| Exam Name: | Designing and Implementing a Microsoft Azure AI Solution |
| Exam Number: | AI-102 |
| Exam Duration: | 100-120 |
| Certificate Validity Period: | 1 year (renewable annually via Microsoft certification renewal assessment) |
| Exam Price: | USD 165 (varies by country/region) |
| Real Exam Qty: | 40-60 (approximate range) |
| Available Languages: | Korean, French, Japanese, English, Spanish (Latin America), Portuguese (Brazil), Simplified Chinese, German |
| Exam Format: | Multiple choice, Case studies, Drag and drop, Build/review solution scenarios, Multiple response |
| Related Certifications: | Microsoft Certified: Azure AI Fundamentals (AI-900) |
| Passing Score: | 700 (out of 1000) |
| Recommended Training: | Azure AI Engineer Associate Study Resources Microsoft Learn AI-102 Learning Path |
| Exam Registration: | Microsoft Certification Exam Registration (Pearson VUE) Microsoft Learn AI-102 Certification Page |
| Sample Questions: | ![]() |
| Exam Way: | Online proctored or onsite test center (Pearson VUE) |
| Pre Condition: | No formal prerequisites required, but familiarity with Azure fundamentals and AI/ML concepts is recommended |
| Official Syllabus URL: | https://learn.microsoft.com/en-us/credentials/certifications/azure-ai-engineer/ |
Microsoft AI-102 Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Implement Knowledge Mining and Document Intelligence | - Build Azure AI Search solutions - Enrich and index data for search scenarios - Implement document intelligence solutions |
| Implement Generative AI Solutions | - Build retrieval-augmented generation (RAG) solutions - Integrate prompt engineering techniques - Implement Azure OpenAI Service solutions |
| Plan and Manage an Azure AI Solution | - Select appropriate Azure AI services - Manage security, compliance, and responsible AI - Plan solution requirements and architecture |
| Implement Natural Language Processing Solutions | - Implement question answering and conversational AI - Translate and interpret language using Azure AI services - Analyze text using Azure AI Language |
| Implement Computer Vision Solutions | - Implement custom vision models - Extract information using OCR and form recognition - Analyze images and videos using Azure AI Vision |
What Candidates Ask Before AI-102
Work in passes, not one grind. First pass: untimed, through all 425 questions, marking weak domains against the blueprint above. Second pass: timed engine sessions, reviewing every error the same day while the reasoning is fresh. Final pass: re-test only your flagged items until they stop being wrong. Book the exam when your timed scores hold steady — not when your calendar gets impatient.
Delivery first: your Microsoft Designing and Implementing a Microsoft Azure AI Solution practice questions are downloadable immediately and emailed within one minute of payment — if 2 hours pass, check spam and contact support. Install on as many computers as you need. If the exam goes wrong, the 100% Money Back Guarantee applies under clear conditions: take the corresponding exam within 60 days of purchase, and if you don't pass, submit a scanned enrollment slip and your official Score Report PDF within 2 days after the exam — full refunds process within 7 days. Not eligible: attempts within 3 days of purchase, exams never actually taken, free items, and expired orders; candidate name must match payer name. Prefer to keep going? Exchange for two free products of equal value and keep your update service.
Think of the AI-102 exam as Microsoft asking for proof, not promises: pass it, and you hold the Microsoft Certified: Azure AI Engineer Associate certification, a credential at the Associate level. The questions are built to measure applied skill across the Microsoft Designing and Implementing a Microsoft Azure AI Solution objectives — the kind employers hire for. It also sits within a broader certification family covering Microsoft Certified: Azure AI Fundamentals (AI-900), so one exam's effort keeps paying into the next.
The fee shown above is the price of one attempt — and of every retake, at full price. So the passing score is best treated as a floor you clear with margin: work through Pass4suresVCE practice questions until your timed results sit comfortably above it several sessions in a row, then register. Hours of over-preparation are cheaper than a second registration.
The same 425 expert-written questions ship in all three — you're choosing how you want to live with the material:
- PDF version — the most popular choice: printable, instantly downloadable, ready for handwritten notes anywhere.
- Desktop Test Engine — for Windows users: recreates the real exam atmosphere with two practice modes and full offline access.
- Online Test Engine — app-like access from any browser on Windows, Mac, Android, or iOS, with test history and performance review.
Each version has its own strengths; many candidates mix them — PDF for reading, an engine for timed rehearsal.
Yes. Pass4suresVCE's free Microsoft Designing and Implementing a Microsoft Azure AI Solution PDF demo contains genuine sample questions with verified answers, so you can judge the quality with your own eyes. Every purchase includes 365 days of free updates, and renewing after expiry costs 50% of the regular price from your member zone. Judge first — material this confident has nothing to hide.
The figures in the overview table above turn into strategy once you treat them as a budget: total time divided by total questions is your per-item allowance, and anything costing double gets flagged for a final sweep instead of a mid-exam standoff. Build the habit under a live timer — Pass4suresVCE's engine sessions enforce one — so the real clock feels like a rehearsal, not a surprise.
The blueprint above spans 5 domains — treat its weightings as a budget. A domain worth of the score earns a matching share of your week, while lighter areas like Implement Knowledge Mining and Document Intelligence get maintained, not marathoned. Walk the full topic list domain by domain, and let the percentages decide where your practice hours land first.
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Microsoft Designing and Implementing a Microsoft Azure AI Solution Sample Questions:
You have an Azure subscription that contains an Azure OpenAI resource named All and a user named User1 You need to ensure that User1 can perform the following actions in Azure OpenAI Studio;
* Identify resource endpoints.
* View models that are available for deployment.
* Generate text and images by using the deployed models
The solution must follow the principle of least privilege Which role should you assign to User1?
- A. Cognitive Services Contributor
- B. Contributor
- C. Cognitive Services OpenAI Contributor
- D. Cognitive Services OpenAI User
Correct Answer: D 🗳️
Explanation: Only visible for Pass4suresVCE members. You can sign-up / login (it's free).
You have an Azure subscription.
You need to deploy an Azure Al Document Intelligence resource.
How should you complete the Azure Resource Manager (ARM) template? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
Correct Answer:

Explanation:
Azure AI Document Intelligence (formerly Form Recognizer) is provisioned as a Cognitive Services account with the kind set to FormRecognizer . In an ARM template, Document Intelligence is created under the resource provider Microsoft.CognitiveServices with the resource type accounts . Therefore:
type must be " Microsoft.CognitiveServices/accounts "
kind must be " FormRecognizer "
This aligns with Microsoft's ARM schema for Cognitive Services accounts and the documented way to deploy Document Intelligence.
Key references from Microsoft documentation:
Azure Resource Manager template reference for Cognitive Services accounts - shows type: Microsoft.
CognitiveServices/accounts and supported kind values including FormRecognizer .
https://learn.microsoft.com/azure/templates/microsoft.cognitiveservices/accounts Azure AI Document Intelligence (Form Recognizer) resource creation guidance - indicates the service is deployed as a Cognitive Services account with kind FormRecognizer .
https://learn.microsoft.com/azure/ai-services/document-intelligence/overview Create Document Intelligence resources (portal/ARM/Bicep) - reiterates Cognitive Services account with FormRecognizer kind.
https://learn.microsoft.com/azure/ai-services/document-intelligence/create-resources
You are building an Al solution that will use Sentiment Analysis results from surveys to calculate bonuses for customer service staff. You need to ensure that the solution meets the Microsoft responsible Al principles.
What should you do?
- A. Include the Sentiment Analysis results when surveys return a low confidence score.
- B. Add a human review and approval step before making decisions that affect the staffs financial situation
- C. Use all the surveys, including surveys by customers who requested that their account be deleted and their data be removed.
- D. Publish the raw survey data to a central location and provide the staff with access to the location.
Correct Answer: B 🗳️
Explanation: Only visible for Pass4suresVCE members. You can sign-up / login (it's free).
You have an Azure subscription that contains a Language service resource named ta1 and a virtual network named vnet1. You need to ensure that only resources in vnet1 can access ta1. What should you configure?
- A. a network security group (NSG) for vnet1
- B. a Language service container for ta1
- C. Azure Firewall for vnet1
- D. the virtual network settings for ta 1
Correct Answer: D 🗳️
Explanation: Only visible for Pass4suresVCE members. You can sign-up / login (it's free).
You are building a model to detect objects in images.
The performance of the model based on training data is shown in the following exhibit.
Correct Answer:

Explanation:
The percentage of false positives is [0].
The value for the number of true positives divided by the total number of true positives and false negatives is [100].
The screenshot shows the Performance tab of a Custom Vision object detection model after training.
Two key performance metrics are in focus:
False Positives (FP):
False positives occur when the model incorrectly predicts an object that isn't present.
In the provided exhibit, the model shows 0% false positives.
This means it did not incorrectly classify any non-object as an object.
Recall (True Positives ÷ (True Positives + False Negatives)):
This measures how many of the actual objects were correctly detected.
Formula: Recall = TP / (TP + FN).
In the performance report, recall is 100%, meaning the model correctly detected all the actual objects (no false negatives).
Evaluating the answer choices:
False positives: 0%
Recall (TP ÷ (TP + FN)): 100%
Correct Answers:
False positives # 0
Recall # 100
Microsoft References
Custom Vision performance metrics
Precision, recall, and accuracy in machine learning
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