Question 607 of 993
Implement natural language processing solutionseasyMultiple ChoiceObjective-mapped

AI-102 Practice Question: Implement natural language processing solutions

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.

You need to extract key phrases from a large collection of customer reviews using Azure AI Language. The solution should be cost-effective and process up to 1,000 documents per day. Which pricing tier should you choose?

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

Standard (S) tier

The Standard (S) tier is the correct choice because it supports up to 1,000 documents per day for key phrase extraction, which matches the stated requirement. The Free (F0) tier is limited to 5,000 text records per month (roughly 167 per day), making it insufficient for 1,000 documents daily. The Premium (P) tier is designed for high-throughput scenarios (millions of documents per day) and is overkill for this volume, while the Basic (B) tier does not exist for Azure AI Language's key phrase extraction API.

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.

  • Standard (S) tier

    Why this is correct

    Standard tier offers pay-as-you-go for moderate volumes.

    Related concept

    Read the scenario before looking for a memorised answer.

  • Free (F0) tier

    Why it's wrong here

    Free tier has a low monthly limit.

  • Premium (P) tier

    Why it's wrong here

    Premium is for high throughput and SLA, more expensive.

  • Basic (B) tier

    Why it's wrong here

    Basic tier does not exist for Azure AI Language.

Common exam traps

Common exam trap: answer the scenario, not the keyword

The trap here is that candidates often confuse the Free tier's monthly limit with a daily limit, assuming 5,000 records per month is enough for 1,000 per day, or they mistakenly think a Basic tier exists for Azure AI Language services, when in fact only F0 and S are available for key phrase extraction.

Detailed technical explanation

How to think about this question

Under the hood, the Standard (S) tier uses a shared capacity pool with a rate limit of 1,000 requests per minute per region, and each request can process up to 5,120 characters (or 1,024 characters for key phrase extraction). For 1,000 documents per day, you can batch them into a single request using the 'analyze' endpoint with multiple records, staying well within the S tier's monthly quota of 1 million text records. A real-world scenario is a retail company analyzing daily customer feedback from a single store—using the S tier keeps costs low (pay-as-you-go) while meeting the throughput without throttling.

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 startup's cloud architect reviews their monthly bill and notices costs are higher than expected for a long-running batch job. Switching from on-demand instances to Reserved Instances — or using Spot/Preemptible VMs — can reduce compute costs by up to 72 %. Questions like this test whether you understand the tradeoffs between commitment, flexibility, and cost across cloud pricing models.

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.

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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: Standard (S) tier — The Standard (S) tier is the correct choice because it supports up to 1,000 documents per day for key phrase extraction, which matches the stated requirement. The Free (F0) tier is limited to 5,000 text records per month (roughly 167 per day), making it insufficient for 1,000 documents daily. The Premium (P) tier is designed for high-throughput scenarios (millions of documents per day) and is overkill for this volume, while the Basic (B) tier does not exist for Azure AI Language's key phrase extraction API.

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.

What is the key concept behind this question?

Read the scenario before looking for a memorised answer.

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Last reviewed: Jul 4, 2026

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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.