Latest AI-103 Results – Dumps That Deliver
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CertifyCerts – Microsoft AI-103 Exam Details (2026)
The Microsoft AI-103 (Azure AI Engineer Associate) exam validates advanced skills in designing, building, and deploying AI solutions using Microsoft Azure. This 2026 updated certification focuses heavily on Generative AI, Azure OpenAI, and real-world AI implementation.
| Exam Feature | Details (2026 Updated) |
|---|---|
| Exam Name | Microsoft Azure AI Engineer Associate |
| Exam Code | AI-103 |
| Certification Level | Associate / Professional |
| Duration | 120 Minutes |
| Number of Questions | 40–60 Questions |
| Question Types | Multiple Choice, Case Studies, Scenario-Based |
| Passing Score | 700 / 1000 |
| Exam Mode | Online Proctored / Test Center |
| Key Focus (2026) | Generative AI, Azure OpenAI, NLP, Computer Vision |
| Prerequisites | Recommended Azure AI Fundamentals (AI-901) |
CertifyCerts – AI-103: Developing AI Apps and Agents on Azure Exam Breakdown
| Exam Domain | Weightage | Key Topics |
|---|---|---|
| Plan and Manage AI Solutions | 20–25% | AI architecture, Azure AI service selection, cost optimization, solution planning |
| Natural Language Processing (NLP) | 20–25% | Sentiment analysis, text classification, language detection, Azure AI Language |
| Computer Vision Solutions | 20–25% | Image analysis, OCR, object detection, face recognition, Vision Studio |
| Conversational AI Solutions | 15–20% | Chatbots, Azure Bot Service, QnA Maker, voice and dialog systems |
| Generative AI Solutions (2026 Focus) | 20–25% | Azure OpenAI, LLMs, prompt engineering, responsible AI practices |
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Question # 1
To secure an AI application, where should you store the “API Key“?
A. In a .txt file
B. In the code
C. On a sticky note
D. In Azure Key Vault
Question # 2
Which output format does Azure AI Document Intelligence use to return the extracted coordinates (bounding boxes) of text?
A. JSON
B. Markdown
C. XML
D. CSV
Question # 3
Which feature in Document Intelligence allows you to detect “Checkboxes“ and “Radio Buttons“ (Selection Marks) on a filled-out survey?
A. Key-Value Pairs
B. Read
C. Layout
D. Natural Language
Question # 4
Which character is commonly used as a “Delimiter“ in prompts to clearly separate instructions from user data?
A. .
B. ?
C. ### or ---
D. !
Question # 5
You want to detect if a user is trying to extract the “System Prompt“ from your agent (Prompt Leaking). Which Prompt Shield feature handles this?
A. Document Translation
B. PII Detection
C. Jailbreak Detection
D. Indirect Attack Detection
Question # 6
You are processing a 100-page PDF and only want to extract text from page 5. How do you specify this in the API call?
A. slice=5
B. index=5
C. range=5
D. pages=“5“
Question # 7
A security audit requires that you rotate all “Secrets“ every 30 days. How can you eliminate the need for secret rotation for your AI App?
A. Use 256-bit keys
B. Store keys in a text file
C. Use a longer password
D. Use Managed Identities (Entra ID)
Question # 8
Which Azure AI service allows you to create a “Digital Avatar“ that speaks the model‘s output with synchronized lip movements?
A. AI Vision
B. AI Speech (Text-to-Speech Avatar)
C. DALL-E 3
D. AI Language
Question # 9
You want to allow your Azure AI Search indexer to read data from a Storage Account that has its “Public network access“ disabled. What is the most secure way to authenticate?
A. Shared Access Signature (SAS)
B. Storage Account Key
C. Username/Password
D. System-Assigned Managed Identity
Question # 10
You want to monitor the “Execution History“ of an indexer to see why it failed 2 hours ago. Where is this found?
A. Skillset JSON
B. Index Definition
C. Datasource
D. Indexer Status
Question # 11
To train a “Custom Template“ model (not neural), what is the minimum number of document samples required?
A. 1
B. 100
C. 50
D. 5
Question # 12
Your AI Search service needs to access an Azure Key Vault to retrieve a Customer-Managed Key (CMK) for encryption. What must you enable on the Search service first?
A. A Synonym Map
B. A Managed Identity
C. A Public IP
D. A Suggester
Question # 13
Which Azure AI Search feature allows you to “Hide“ a document from search results without actually deleting it from the index?
A. Filter ($filter)
B. Scoring Profile
C. Synonym Map
D. Suggester
Question # 14
In “Negative Prompting,“ what are you telling the model?
A. To use less power
B. To stop responding
C. To be mean
D. What NOT to do (e.g., “Do not mention competitors“)
Question # 15
Your “Run“ status is failed with a content_filter message. Is this a system bug?
A. It means the key is expired
B. No, it means the prompt or response triggered a safety violation
C. It means the index is full
D. Yes
AI-103 has come to an end.
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