The correct answer involves enabling the ProfanityFilter option in the Speech SDK, configuring a SpeechConfig object with source language settings, and using the SDK to request intermediate results for real-time streaming. This combination is essential because real-time speech transcription requires the continuous processing of audio streams, where the profanity filter must be applied per utterance as it is recognized, and the source language configuration ensures the speech engine correctly interprets multiple languages. On the AI-102 exam, this scenario tests your understanding of the Speech SDK’s real-time capabilities versus batch operations—a common trap is confusing batch transcription (which is asynchronous and not real-time) with the live streaming needed here. Remember that custom speech models are not required for profanity filtering; the built-in filter works with standard models. A useful memory tip: “Stream, Set, and Filter”—stream with intermediate results, set the source language, and filter profanity in the SDK configuration.
AI-102 Practice Question: Implement natural language processing solutions
This AI-102 practice question tests your understanding of implement natural language processing solutions. This is a configuration task: choose the command set that satisfies every stated requirement. Small differences — like 'secret' vs 'password' or 'transport input ssh' vs 'all' — change whether the answer is correct. 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.
A company uses Azure AI Speech to provide real-time transcription for customer support calls. The solution must handle multiple languages and filter out profanity. Which THREE configurations are needed?
Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.
Correct answer & explanation
✓
Set the SpeechConfig.SpeechRecognitionLanguage property
Options A, B, and D are correct. SpeechConfig with source language configuration, profanity filter settings, and using the Speech SDK with intermediate results are necessary. Option C is wrong because batch transcription is not real-time. Option E is wrong because custom speech models are not required for profanity filtering.
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.
✗
Use the Batch Transcription REST API
Why it's wrong here
Batch API is not for real-time transcription.
✗
Deploy a custom speech model for each language
Why it's wrong here
Custom models are not required for profanity filtering.
✓
Set the SpeechConfig.SpeechRecognitionLanguage property
Why this is correct
Sets the source language for recognition.
Related concept
Read the scenario before looking for a memorised answer.
✓
Use the Speech SDK with intermediate results
Why this is correct
Intermediate results enable real-time display.
Related concept
Read the scenario before looking for a memorised answer.
✓
Enable the ProfanityFilter option in the Speech SDK
Why this is correct
Filters profanity in transcription.
Related concept
Read the scenario before looking for a memorised answer.
Common exam traps
Common exam trap: answer the scenario, not the keyword
Many certification questions include familiar terms but test a specific constraint. Read the exact wording before choosing an answer that is generally true but wrong for this case.
Detailed technical explanation
How to think about this question
This question should be treated as a scenario, not a definition check. Identify the problem, the constraint and the best action. Then compare each option against those facts.
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.
Use explanations to understand the rule behind the answer.
TExam Day Tips
→Underline the problem statement mentally.
→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 AI-102 exam domain this question belongs to, then review the specific concept being tested. Practise related questions in that domain and focus on understanding why each wrong answer is tempting — not just why the correct answer is right.
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: Set the SpeechConfig.SpeechRecognitionLanguage property — Options A, B, and D are correct. SpeechConfig with source language configuration, profanity filter settings, and using the Speech SDK with intermediate results are necessary. Option C is wrong because batch transcription is not real-time. Option E is wrong because custom speech models are not required for profanity filtering.
What should I do if I get this AI-102 question wrong?
Identify which AI-102 exam domain this question belongs to, then review the specific concept being tested. Practise related questions in that domain and focus on understanding why each wrong answer is tempting — not just why the correct answer is right.
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 →
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.
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.
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.
Sign in to join the discussion.