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Question 190
A pilot automates document drafting but nobody has set an acceptable error rate or productivity goal. Who must clarify success?
- Model selection owner
- Platform engineering
- Business process owner
- Agent designer
Explanation
Correct Answer
C:The business owner translates benefits into measurable acceptance criteria. The business owner defines the outcome, user experience and success metrics.
Incorrect Answers
A:The model owner evaluates task quality, capabilities and acceptable model versions. This does not directly meet the case requirement to specify business value and constraints.
B:Platform engineering maintains deployment reliability, runtime configurations and scalable serving. This does not directly meet the case requirement to specify business value and constraints.
D:An agent designer defines goal, tool permissions, action sequence and escalation behavior. This does not directly meet the case requirement to specify business value and constraints.
Question 191
A team wants to build a multimodal customer assistant that understands photos and prose. Which Google model family is the broad starting point?
- Speech-to-Text API
- Embedding model
- Gemini family
- Imagen family
Explanation
Correct Answer
C:Gemini supports multimodal reasoning across suitable model versions. Gemini is Google's general-purpose multimodal foundation model family for understanding, reasoning and content generation.
Incorrect Answers
A:Speech-to-Text converts supplied audio into a transcript rather than synthesizing pictures. This does not directly meet the case requirement to combine images and language in a generative assistant.
B:An embedding model encodes meaning into vectors for semantic search, not direct video generation. This does not directly meet the case requirement to combine images and language in a generative assistant.
D:Imagen specializes in generating and editing still images from instructions. This does not directly meet the case requirement to combine images and language in a generative assistant.
Question 192
A developer wants downloadable model weights to deploy in a controlled environment. Which Google family is most relevant?
- Speech-to-Text API
- Embedding model
- Gemini family
- Gemma family
Explanation
Correct Answer
D:Gemma offers an open-weight route for customization and hosting. Gemma offers Google's open-weight models for developers who need adaptable model deployment options.
Incorrect Answers
A:Speech-to-Text converts supplied audio into a transcript rather than synthesizing pictures. This does not directly meet the case requirement to manage and deploy open model weights.
B:An embedding model encodes meaning into vectors for semantic search, not direct video generation. This does not directly meet the case requirement to manage and deploy open model weights.
C:Gemini is Google's general-purpose multimodal foundation model family for understanding, reasoning and content generation. This does not directly meet the case requirement to manage and deploy open model weights.
Question 193
A cosmetics company wants new still images for product campaigns. Which family fits the content type?
- Speech-to-Text API
- Imagen family
- Gemini family
- Embedding model
Explanation
Correct Answer
B:Imagen is built for high-quality image generation. Imagen specializes in generating and editing still images from instructions.
Incorrect Answers
A:Speech-to-Text converts supplied audio into a transcript rather than synthesizing pictures. This does not directly meet the case requirement to create new still marketing visuals.
C:Gemini is Google's general-purpose multimodal foundation model family for understanding, reasoning and content generation. This does not directly meet the case requirement to create new still marketing visuals.
D:An embedding model encodes meaning into vectors for semantic search, not direct video generation. This does not directly meet the case requirement to create new still marketing visuals.
Question 194
A film team wants short moving cinematic scenes from story prompts. Which model family applies?
- Veo family
- Embedding model
- Gemma family
- Imagen family
Explanation
Correct Answer
A:Veo targets video synthesis rather than static images. Veo focuses on generating video clips from textual or visual direction.
Incorrect Answers
B:An embedding model encodes meaning into vectors for semantic search, not direct video generation. This does not directly meet the case requirement to generate moving audiovisual clips.
C:Gemma offers Google's open-weight models for developers who need adaptable model deployment options. This does not directly meet the case requirement to generate moving audiovisual clips.
D:Imagen specializes in generating and editing still images from instructions. This does not directly meet the case requirement to generate moving audiovisual clips.
Question 195
An enterprise search engineer needs vectors to match related policy passages. What model type is needed?
- Speech-to-Text API
- Veo family
- Embedding model
- Imagen family
Explanation
Correct Answer
C:Embeddings support semantic distance and retrieval indexing. An embedding model encodes meaning into vectors for semantic search, not direct video generation.
Incorrect Answers
A:Speech-to-Text converts supplied audio into a transcript rather than synthesizing pictures. This does not directly meet the case requirement to store representations for similarity search.
B:Veo focuses on generating video clips from textual or visual direction. This does not directly meet the case requirement to store representations for similarity search.
D:Imagen specializes in generating and editing still images from instructions. This does not directly meet the case requirement to store representations for similarity search.
Question 196
A contact center needs written transcripts of existing recorded calls. Which offering directly provides transcription?
- Speech-to-Text API
- Gemma family
- Imagen family
- Gemini family
Explanation
Correct Answer
A:Speech-to-Text converts audio input to words. Speech-to-Text converts supplied audio into a transcript rather than synthesizing pictures.
Incorrect Answers
B:Gemma offers Google's open-weight models for developers who need adaptable model deployment options. This does not directly meet the case requirement to transcribe existing spoken conversations.
C:Imagen specializes in generating and editing still images from instructions. This does not directly meet the case requirement to transcribe existing spoken conversations.
D:Gemini is Google's general-purpose multimodal foundation model family for understanding, reasoning and content generation. This does not directly meet the case requirement to transcribe existing spoken conversations.
Question 197
A product team asks a model to interpret a graph and produce explanatory prose. Which family can support this multimodal analysis?
- Gemma family
- Speech-to-Text API
- Gemini family
- Imagen family
Explanation
Correct Answer
C:Gemini is appropriate for combining visual interpretation with text output. Gemini is Google's general-purpose multimodal foundation model family for understanding, reasoning and content generation.
Incorrect Answers
A:Gemma offers Google's open-weight models for developers who need adaptable model deployment options. This does not directly meet the case requirement to reason about a diagram and write an answer.
B:Speech-to-Text converts supplied audio into a transcript rather than synthesizing pictures. This does not directly meet the case requirement to reason about a diagram and write an answer.
D:Imagen specializes in generating and editing still images from instructions. This does not directly meet the case requirement to reason about a diagram and write an answer.
Question 198
A research lab values offline control over model weights and compatibility with open deployment tooling. Which family should it examine?
- Gemma family
- Veo family
- Speech-to-Text API
- Embedding model
Explanation
Correct Answer
A:Gemma models provide open-weight deployment choices. Gemma offers Google's open-weight models for developers who need adaptable model deployment options.
Incorrect Answers
B:Veo focuses on generating video clips from textual or visual direction. This does not directly meet the case requirement to operate a custom-hosted open-weight Google model.
C:Speech-to-Text converts supplied audio into a transcript rather than synthesizing pictures. This does not directly meet the case requirement to operate a custom-hosted open-weight Google model.
D:An embedding model encodes meaning into vectors for semantic search, not direct video generation. This does not directly meet the case requirement to operate a custom-hosted open-weight Google model.
Question 199
An illustrator needs five new static cover concepts, with no animation requirement. Which family is the right fit?
- Gemma family
- Imagen family
- Speech-to-Text API
- Gemini family
Explanation
Correct Answer
B:Still image creation falls under Imagen's purpose. Imagen specializes in generating and editing still images from instructions.
Incorrect Answers
A:Gemma offers Google's open-weight models for developers who need adaptable model deployment options. This does not directly meet the case requirement to generate editorial illustrations rather than a movie.
C:Speech-to-Text converts supplied audio into a transcript rather than synthesizing pictures. This does not directly meet the case requirement to generate editorial illustrations rather than a movie.
D:Gemini is Google's general-purpose multimodal foundation model family for understanding, reasoning and content generation. This does not directly meet the case requirement to generate editorial illustrations rather than a movie.
Question 200
An agency wants a motion sequence rather than a single storyboard picture. Which family is intended?
- Speech-to-Text API
- Veo family
- Embedding model
- Imagen family
Explanation
Correct Answer
B:Video generation requires frame progression. Veo focuses on generating video clips from textual or visual direction.
Incorrect Answers
A:Speech-to-Text converts supplied audio into a transcript rather than synthesizing pictures. This does not directly meet the case requirement to render moving scenes from a brief.
C:An embedding model encodes meaning into vectors for semantic search, not direct video generation. This does not directly meet the case requirement to render moving scenes from a brief.
D:Imagen specializes in generating and editing still images from instructions. This does not directly meet the case requirement to render moving scenes from a brief.
Generative AI Leader Practice Tests