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  • Premium File: 99 Questions & Answers. Last update: Oct 27, 2026
  • Training Course: 28 Video Lectures
  • Study Guide: 407 Pages
  • Latest Questions
  • 100% Accurate Answers
  • Fast Exam Updates
$79.97
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Google Generative AI Leader Practice Test 6

Question 50

A model was accurate at launch but now fails on newer customer language. Which lifecycle activity should detect this?

  1. Model training
  2. Model evaluation
  3. Model deployment
  4. Model monitoring

Explanation

Correct Answer

D:

Drift is a post-deployment observation requiring ongoing measurement. Monitoring observes quality, latency, costs, drift and safety after deployment.

Incorrect Answers

A:

Training adjusts model parameters to fit patterns in prepared examples. This does not directly meet the case requirement to detect performance changes after launch.

B:

Evaluation tests whether the candidate meets relevant accuracy, safety and quality criteria. This does not directly meet the case requirement to detect performance changes after launch.

C:

Deployment makes a trained model available for application use or inference. This does not directly meet the case requirement to detect performance changes after launch.

Question 51

A marketing executive asks for an original press-release draft from approved facts. Which generative output medium best matches?

  1. Image generation
  2. Video generation
  3. Text generation
  4. Audio generation

Explanation

Correct Answer

C:

The deliverable is newly written prose. Text generation creates natural-language drafts, summaries, translations or responses.

Incorrect Answers

A:

Image generation creates new still visuals from prompts or references. This does not directly meet the case requirement to produce a new written announcement.

B:

Video generation synthesizes moving scenes or clips rather than a single still image. This does not directly meet the case requirement to produce a new written announcement.

D:

Audio generation creates speech or other sound content from text or related guidance. This does not directly meet the case requirement to produce a new written announcement.

Question 52

A product designer wants a fresh mockup background for a webpage. Which output capability is needed?

  1. Image generation
  2. Video generation
  3. Semantic search
  4. Code generation

Explanation

Correct Answer

A:

The intended artifact is a newly synthesized still picture. Image generation creates new still visuals from prompts or references.

Incorrect Answers

B:

Video generation synthesizes moving scenes or clips rather than a single still image. This does not directly meet the case requirement to create a still visual asset.

C:

Semantic search retrieves relevant existing items by meaning rather than generating a new asset. This does not directly meet the case requirement to create a still visual asset.

D:

Code generation drafts programming-language artifacts or tests for review. This does not directly meet the case requirement to create a still visual asset.

Question 53

A media team wants a short moving storyboard from a creative brief. Which generative output mode fits?

  1. Code generation
  2. Video generation
  3. Text generation
  4. Audio generation

Explanation

Correct Answer

B:

The result requires a sequence of moving frames. Video generation synthesizes moving scenes or clips rather than a single still image.

Incorrect Answers

A:

Code generation drafts programming-language artifacts or tests for review. This does not directly meet the case requirement to make a video clip rather than a static image.

C:

Text generation creates natural-language drafts, summaries, translations or responses. This does not directly meet the case requirement to make a video clip rather than a static image.

D:

Audio generation creates speech or other sound content from text or related guidance. This does not directly meet the case requirement to make a video clip rather than a static image.

Question 54

A developer wants boilerplate unit tests suggested for a function, with mandatory human review. Which capability helps?

  1. Code generation
  2. Video generation
  3. Text generation
  4. Semantic search

Explanation

Correct Answer

A:

The required deliverable uses programming syntax. Code generation drafts programming-language artifacts or tests for review.

Incorrect Answers

B:

Video generation synthesizes moving scenes or clips rather than a single still image. This does not directly meet the case requirement to draft code artifacts for developer inspection.

C:

Text generation creates natural-language drafts, summaries, translations or responses. This does not directly meet the case requirement to draft code artifacts for developer inspection.

D:

Semantic search retrieves relevant existing items by meaning rather than generating a new asset. This does not directly meet the case requirement to draft code artifacts for developer inspection.

Question 55

A learning platform wants a spoken narration of an approved script. Which modality should be generated?

  1. Image generation
  2. Audio generation
  3. Text generation
  4. Video generation

Explanation

Correct Answer

B:

The target artifact is audible speech. Audio generation creates speech or other sound content from text or related guidance.

Incorrect Answers

A:

Image generation creates new still visuals from prompts or references. This does not directly meet the case requirement to produce speech from written material.

C:

Text generation creates natural-language drafts, summaries, translations or responses. This does not directly meet the case requirement to produce speech from written material.

D:

Video generation synthesizes moving scenes or clips rather than a single still image. This does not directly meet the case requirement to produce speech from written material.

Question 56

An editor asks for exact approved lines in the company's old press releases. Which capability is primary?

  1. Video generation
  2. Text generation
  3. Semantic search
  4. Image generation

Explanation

Correct Answer

C:

The goal is to find authoritative existing passages. Semantic search retrieves relevant existing items by meaning rather than generating a new asset.

Incorrect Answers

A:

Video generation synthesizes moving scenes or clips rather than a single still image. This does not directly meet the case requirement to locate stored documents rather than invent new text.

B:

Text generation creates natural-language drafts, summaries, translations or responses. This does not directly meet the case requirement to locate stored documents rather than invent new text.

D:

Image generation creates new still visuals from prompts or references. This does not directly meet the case requirement to locate stored documents rather than invent new text.

Question 57

An analyst must condense a long customer feedback report into a clear executive summary. Which output mode is central?

  1. Code generation
  2. Text generation
  3. Image generation
  4. Audio generation

Explanation

Correct Answer

B:

Summarization is a language-generation task informed by source text. Text generation creates natural-language drafts, summaries, translations or responses.

Incorrect Answers

A:

Code generation drafts programming-language artifacts or tests for review. This does not directly meet the case requirement to produce a concise written synthesis.

C:

Image generation creates new still visuals from prompts or references. This does not directly meet the case requirement to produce a concise written synthesis.

D:

Audio generation creates speech or other sound content from text or related guidance. This does not directly meet the case requirement to produce a concise written synthesis.

Question 58

An ecommerce team wants candidate product lifestyle photographs, not videos. Which modality is appropriate?

  1. Semantic search
  2. Code generation
  3. Text generation
  4. Image generation

Explanation

Correct Answer

D:

The needed deliverables are static images. Image generation creates new still visuals from prompts or references.

Incorrect Answers

A:

Semantic search retrieves relevant existing items by meaning rather than generating a new asset. This does not directly meet the case requirement to generate still images of a product scene.

B:

Code generation drafts programming-language artifacts or tests for review. This does not directly meet the case requirement to generate still images of a product scene.

C:

Text generation creates natural-language drafts, summaries, translations or responses. This does not directly meet the case requirement to generate still images of a product scene.

Question 59

A software engineer wants a draft SQL query for inspection before running it against the data warehouse. Which output is involved?

  1. Code generation
  2. Text generation
  3. Semantic search
  4. Image generation

Explanation

Correct Answer

A:

The assistant writes a candidate programming expression. Code generation drafts programming-language artifacts or tests for review.

Incorrect Answers

B:

Text generation creates natural-language drafts, summaries, translations or responses. This does not directly meet the case requirement to draft executable-looking code for human validation.

C:

Semantic search retrieves relevant existing items by meaning rather than generating a new asset. This does not directly meet the case requirement to draft executable-looking code for human validation.

D:

Image generation creates new still visuals from prompts or references. This does not directly meet the case requirement to draft executable-looking code for human validation.

Question 60

A museum needs a voice rendition of an approved public-domain exhibit description. What content modality should the system create?

  1. Audio generation
  2. Image generation
  3. Text generation
  4. Code generation

Explanation

Correct Answer

A:

Speech generation produces an audio narration from text. Audio generation creates speech or other sound content from text or related guidance.

Incorrect Answers

B:

Image generation creates new still visuals from prompts or references. This does not directly meet the case requirement to turn provided text into spoken audio.

C:

Text generation creates natural-language drafts, summaries, translations or responses. This does not directly meet the case requirement to turn provided text into spoken audio.

D:

Code generation drafts programming-language artifacts or tests for review. This does not directly meet the case requirement to turn provided text into spoken audio.

Generative AI Leader Practice Tests

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