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Updated: Oct 29, 2026
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Google Generative-AI-Leader Exam Syllabus Topics:
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Reference: https://cloud.google.com/developers/generative-ai-leader
Google Generative-AI-Leader Exam Overview:
| Certification Vendor: | Google Cloud |
|---|---|
| Exam Name: | Generative AI Leader |
| Exam Number: | Generative-AI-Leader |
| Certificate Validity Period: | 2 years |
| Real Exam Qty: | 50-60 |
| Exam Duration: | 90 minutes |
| Exam Price: | $99 USD |
| Related Certifications: | Google Cloud Professional Machine Learning Engineer Google Cloud Digital Leader |
| Available Languages: | English |
| Exam Format: | Multiple select, Multiple choice |
| Recommended Training: | Google Cloud Skills Boost - Generative AI learning paths |
| Exam Registration: | Google Cloud Certification Portal |
| Sample Questions: | Google Generative-AI-Leader Sample Questions |
| Exam Way: | Online proctored exam |
| Pre Condition: | No strict prerequisites; basic understanding of cloud computing and AI concepts recommended |
| Official Syllabus URL: | https://cloud.google.com/learn/certification/generative-ai-leader |
Google Cloud Certified - Generative AI Leader Sample Questions:
An organization needs an AI tool to analyze and summarize lengthy customer feedback text transcripts. You need to choose a Google foundation model with a large context window. What foundation model should the organization choose?
- A. Gemini
- B. CodeGemma
- C. Chirp
- D. Imagen
Correct Answer: A 🗳️
Explanation: Only visible for Pass4training members. You can sign-up / login (it's free).
What is a key advantage of using Google's custom-designed TPUs?
- A. TPUs increase the storage capacity and data retrieval speeds within Google Cloud data centers.
- B. TPUs are specialized AI processors that excel at parallel processing for machine learning workloads.
- C. TPUs are primarily designed to improve the general processing speed of virtual machines in the cloud.
- D. TPUs are lightweight processors intended for deployment on edge devices.
Correct Answer: B 🗳️
Explanation: Only visible for Pass4training members. You can sign-up / login (it's free).
A company uses a generative AI model to create campaign messaging. However, the newly trained version of the model is more creative but less aligned with the brand voice than the previous version. The marketing team must decide which model to use and potentially revert to the prior model if the new one consistently underperforms in brand alignment. What Google-recommended model management practice should they use?
- A. Drift monitoring
- B. Fine-tuning
- C. Human-in-the-loop (HITL) review
- D. Model versioning
Correct Answer: D 🗳️
Explanation: Only visible for Pass4training members. You can sign-up / login (it's free).
A sales manager wants to responsibly use generative AI (gen AI) to increase efficiency with their existing tasks. They want to allow the sales team to focus on building customer relationships and closing deals. How should the sales team use gen AI?
- A. To analyze customer interactions on social media and automatically generate sales pitches tailored to their public profiles.
- B. To automate creative content like blog posts and social media updates to attract new leads.
- C. To draft emails and provide real-time insights about customer needs.
- D. To replace the sales team's CRM system with a more intuitive and user-friendly interface.
Correct Answer: C 🗳️
Explanation: Only visible for Pass4training members. You can sign-up / login (it's free).
A financial services company receives a high volume of loan applications daily submitted as scanned documents and PDFs with varying layouts. The manual process of extracting key information is time-consuming and prone to errors. This causes delays in loan processing and impacts customer satisfaction. The company wants to automate the extraction of this critical data to improve efficiency and accuracy. Which Google Cloud tool should they use?
- A. Document AI API
- B. Dataflow
- C. Natural Language API
- D. Vision AI
Correct Answer: A 🗳️
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