Courseiva
← AI-102
Full test
Question 690 of 993
Implement natural language processing solutions →hardMultiple ChoiceObjective-mapped

ARM Template Kind for Custom Question Answering — Resource Provisioning

This AI-102 practice question tests your understanding of implement natural language processing solutions. Match the stated requirement to the specific cloud service, access model, or configuration option — many options are valid in isolation but not for this scenario. After answering, compare your reasoning against the explanation and wrong-answer breakdown below. Once you have made your selection, read the full explanation to reinforce the concept and understand why each distractor is designed to mislead on exam day.

Exhibit

Refer to the exhibit.

{
  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
  "contentVersion": "1.0.0.0",
  "parameters": {
    "sku": {
      "type": "string",
      "defaultValue": "S"
    },
    "location": {
      "type": "string",
      "defaultValue": "[resourceGroup().location]"
    }
  },
  "resources": [
    {
      "type": "Microsoft.CognitiveServices/accounts",
      "apiVersion": "2023-05-01",
      "name": "myLanguageService",
      "location": "[parameters('location')]",
      "sku": {
        "name": "[parameters('sku')]"
      },
      "kind": "TextAnalytics",
      "properties": {
        "customSubDomainName": "mylanguageservice"
      }
    }
  ]
}

You deploy the ARM template above to create an Azure AI Language resource. After deployment, you try to use the custom question answering feature but it is not available. What is the most likely reason?

Clue words in this question

Noticing these words before you look at the options changes how you read each choice.

  • Clue: "most likely"

    Why it matters: Probability qualifier — the question wants the most probable cause or outcome, not a guaranteed one. Eliminate low-probability options.

Exhibit

Refer to the exhibit.

{
  "$schema": "https://schema.management.azure.com/schemas/2019-04-01/deploymentTemplate.json#",
  "contentVersion": "1.0.0.0",
  "parameters": {
    "sku": {
      "type": "string",
      "defaultValue": "S"
    },
    "location": {
      "type": "string",
      "defaultValue": "[resourceGroup().location]"
    }
  },
  "resources": [
    {
      "type": "Microsoft.CognitiveServices/accounts",
      "apiVersion": "2023-05-01",
      "name": "myLanguageService",
      "location": "[parameters('location')]",
      "sku": {
        "name": "[parameters('sku')]"
      },
      "kind": "TextAnalytics",
      "properties": {
        "customSubDomainName": "mylanguageservice"
      }
    }
  ]
}

Answer choices

Why each option matters

Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.

Correct answer & explanation

✓

The 'kind' property is set to 'TextAnalytics', which does not enable custom question answering.

The 'kind' property in the ARM template is set to 'TextAnalytics', which provisions a general-purpose Text Analytics resource. Custom question answering is a feature of the Azure AI Language service that requires the resource to be created with the 'kind' set to 'Language' or 'ConversationalLanguageUnderstanding' (depending on the API version). Because the resource is of the wrong kind, the custom question answering capability is not available, even though the deployment succeeds.

Key principle: Answer the scenario, not the keyword: identify the specific constraint before choosing the most familiar-sounding option.

Answer analysis

Option-by-option breakdown

For each option: why learners choose it and why it is or isn't the right answer here.

  • ✗

    The apiVersion is too old to support custom question answering.

    Why it's wrong here

    2023-05-01 supports custom question answering.

  • ✓

    The 'kind' property is set to 'TextAnalytics', which does not enable custom question answering.

    Why this is correct

    TextAnalytics kind does not include custom question answering.

    Clue confirmation

    The clue word "most likely" in the question point toward this answer.

    Related concept

    Read the scenario before looking for a memorised answer.

  • ✗

    The SKU is set to S, but custom question answering requires a higher SKU.

    Why it's wrong here

    S SKU supports custom question answering.

  • ✗

    The location does not support custom question answering.

    Why it's wrong here

    Most regions support it.

Common exam traps

Common exam trap: answer the scenario, not the keyword

The trap here is that candidates often assume the feature is missing due to an outdated API version or insufficient SKU, when in fact the root cause is the incorrect resource 'kind' property, which is a subtle but critical distinction in Azure AI resource provisioning.

Detailed technical explanation

How to think about this question

Under the hood, the Azure AI Language service uses a unified resource model where the 'kind' property determines which sub-capabilities are enabled. Custom question answering relies on the 'Language' kind, which includes the question answering API endpoint and the ability to create and manage knowledge bases via the Language Studio. If the 'kind' is 'TextAnalytics', the resource only exposes endpoints for sentiment analysis, key phrase extraction, and similar features, and the question answering API is not registered in the resource's service principal. In a real-world scenario, a developer might accidentally reuse an existing Text Analytics template for a new project, leading to this exact issue.

KKey Concepts to Remember

  • Read the scenario before looking for a memorised answer.
  • Find the constraint that changes the correct option.
  • Eliminate answers that are true in general but not in this case.

TExam Day Tips

  • Watch for words such as best, first, most likely and least administrative effort.
  • Review why wrong options are wrong, not only why the correct option is correct.

Key takeaway

Answer the scenario, not the keyword: identify the specific constraint before choosing the most familiar-sounding option.

Real-world example

How this comes up in practice

A cloud solutions architect for a retail company is evaluating services for a new workload. The correct answer here reflects best practice for the specific scenario described — not a general cloud recommendation. Answer the scenario, not the keyword: identify the specific constraint before choosing the most familiar-sounding option. Cloud exam questions reward reading the constraint carefully: the same technology can be right or wrong depending on the use case.

What to study next

Got this wrong? Here's your next step.

Identify which exam domain this question belongs to, review the core concept, then practise similar questions from the same domain.

Related practice questions

Related AI-102 practice-question pages

Use these pages to review the topic behind this question. This is how one missed question becomes focused revision.

Implement an agentic solution practice questions

Practise AI-102 questions linked to Implement an agentic solution.

Implement computer vision solutions practice questions

Practise AI-102 questions linked to Implement computer vision solutions.

Implement knowledge mining and information extraction solutions practice questions

Practise AI-102 questions linked to Implement knowledge mining and information extraction solutions.

Implement image and video processing solutions practice questions

Practise AI-102 questions linked to Implement image and video processing solutions.

Implement natural language processing solutions practice questions

Practise AI-102 questions linked to Implement natural language processing solutions.

Implement generative AI solutions practice questions

Practise AI-102 questions linked to Implement generative AI solutions.

Implement agentic AI solutions practice questions

Practise AI-102 questions linked to Implement agentic AI solutions.

Implement knowledge mining and document intelligence solutions practice questions

Practise AI-102 questions linked to Implement knowledge mining and document intelligence solutions.

Plan and manage an Azure AI solution practice questions

Practise AI-102 questions linked to Plan and manage an Azure AI solution.

Implement content moderation solutions practice questions

Practise AI-102 questions linked to Implement content moderation solutions.

AI-102 fundamentals practice questions

Practise AI-102 questions linked to AI-102 fundamentals.

AI-102 scenario practice questions

Practise AI-102 questions linked to AI-102 scenario.

Practice this exam

Start a free AI-102 practice session

Short sessions build daily habit. Longer sessions build exam-day stamina. Try a timed session to simulate real conditions.

10 questions20 questions30 questions50 questionsTimed 30
AI-102 practice-test guide →Study guide →Browse all practice tests

FAQ

Questions learners often ask

What does this AI-102 question test?

Implement natural language processing solutions — This question tests Implement natural language processing solutions — Read the scenario before looking for a memorised answer..

What is the correct answer to this question?

The correct answer is: The 'kind' property is set to 'TextAnalytics', which does not enable custom question answering. — The 'kind' property in the ARM template is set to 'TextAnalytics', which provisions a general-purpose Text Analytics resource. Custom question answering is a feature of the Azure AI Language service that requires the resource to be created with the 'kind' set to 'Language' or 'ConversationalLanguageUnderstanding' (depending on the API version). Because the resource is of the wrong kind, the custom question answering capability is not available, even though the deployment succeeds.

What should I do if I get this AI-102 question wrong?

Identify which exam domain this question belongs to, review the core concept, then practise similar questions from the same domain.

Are there clue words in this question I should notice?

Yes — watch for: "most likely". Probability qualifier — the question wants the most probable cause or outcome, not a guaranteed one. Eliminate low-probability options.

What is the key concept behind this question?

Read the scenario before looking for a memorised answer.

About these practice questions

Courseiva creates original exam-style practice questions with explanations and wrong-answer analysis. It does not publish real exam questions, exam dumps, or protected exam content. Learn why practice questions differ from exam dumps →

How Courseiva writes practice questions · Editorial policy

Keep practising

More AI-102 practice questions

Browse all AI-102 questions →

Last reviewed: Jul 4, 2026

Question Discussion

Share a tip, memory trick, or ask about the reasoning behind this question. Do not post real exam questions, leaked content, braindumps, or copyrighted exam material. Comments are moderated and may be removed without notice.

Loading comments…

Sign in to join the discussion.

This AI-102 practice question is part of Courseiva's free Microsoft certification practice question bank. Courseiva provides original exam-style practice questions with explanations, topic-based practice, mock exams, readiness tracking, and study analytics to help learners prepare for the AI-102 exam.