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A marketing team hands an assistant a product brief and asks for tagline options it can edit down. The brief is the only input and nothing needs to be looked up.
Which gen AI capability does this use case call for?
Answer it and read the explanation →About the Gen AI Leader exam
- Length
- 90 minutes
- Questions
- 50 to 60 questions
- Passing score
- Google does not publish a passing score
- Price
- $99 USD plus tax
- Question types
- Multiple choice
- Where you take it
- Online proctored or onsite proctored
- Valid for
- 3 years
- Languages
- English, Japanese, Spanish, Portuguese
- Prerequisites
- None
Checked against the provider's certification page and exam guide on 2026-09-15. Providers change fees and formats; confirm before you book. Register for the official exam ↗
What the exam covers
90 minutes, 50–60 multiple-choice questions. No technical prerequisites are required by Google.
- Fundamentals of gen AI30%
- Google Cloud’s gen AI offerings35%
- Techniques to improve gen AI model output20%
- Business strategies for a successful gen AI solution15%
Weights are from the provider's published exam guide.
Who this is for. Business leaders and practitioners who need to evaluate generative AI opportunities without specializing in model development.
How to study. For each use case, explain the value, how quality will be measured, and which human should review the output.
Our bank has 60 questions and uses single-answer multiple choice. Official exams may use additional formats. This is an independent practice set.
All 60 practice questions
Open a question to try it and read the reasoning. Related questions may also appear in other relevant tracks.
Fundamentals of gen AI 18
- Which gen AI capability does this use case call for?easy
- What else must the acceptance test cover?medium
- What should the team address first?medium
- Which correction is accurate?medium
- Which model characteristic decides whether a model can serve this?easy
- Which cost does self-hosting still carry?medium
- Which model characteristic should the team prioritize?easy
- Which capability closes this gap?medium
- Which Gemini tier gives the lowest cost per message at this volume?medium
- Which statement correctly describes the relationship?easy
- Which option fits both constraints?medium
- Which lifecycle stage is missing, and which capability covers it?medium
- Which machine learning approach describes this training?easy
- Which machine learning approach matches this data and goal?easy
- Which model capability should the team weigh across both workloads?medium
- Which Google Cloud accelerator is designed for this workload?medium
- How should these claim forms be classified?easy
- Which machine learning approach fits this situation?easy
Google Cloud’s gen AI offerings 21
- Which Google Cloud offering fits this need?easy
- Which Google Cloud offering is the right starting point?medium
- Which part of the Customer Engagement Suite should they look at?medium
- Which Google Cloud offering should they use?medium
- Which part of Agent Platform should they open?medium
- Which part of Agent Platform does that?medium
- Which Google model family fits?easy
- Which offering is this?medium
- Where should the team move the workload?medium
- Which processing option fits this job?easy
- Which should it license?medium
- How should the work be divided in Conversational Agents?medium
- Which mechanism lets it do both?medium
- What has to change?medium
- Which Google Cloud offering is built for this?medium
- Which capability should the team build on?medium
- Which Google Cloud service meets this?hard
- Which control should it put in place?medium
- Which consumption option fits?medium
- What is the recommended next step?medium
- What should the team change?hard
Techniques to improve gen AI model output 12
- What should the bank add?medium
- What should the team change first?medium
- What should the team change first?medium
- What should the team add?medium
- Which prompting technique should they try?medium
- Which grounding offering fits?medium
- What should the team fix first?medium
- How should the team decide?medium
- Which prompting technique is the recommended fix?medium
- How should the platform team handle the two applications?medium
- Which approach should the team evaluate next?medium
- Which parameter change should the team try first?medium
Business strategies for a successful gen AI solution 9
- Which pilot should the program lead choose first?medium
- Which additional measure best tests business value?medium
- Which operating design meets that requirement?medium
- What does the pilot show about labor under these measurements?medium
- What is the cost per accepted draft?medium
- What should the team do before relying on the judge?hard
- What should the responsible AI lead require before launch?medium
- Which privacy technique meets both requirements?medium
- Which should the program lead propose?medium
Common questions
What can I practice for Google Cloud Generative AI Leader?
60 independent single-answer practice questions covering selected topics: Fundamentals of gen AI, Google Cloud’s gen AI offerings, Techniques to improve gen AI model output, Business strategies for a successful gen AI solution. Each includes an explanation and source link.
Is this an official certification or exam dump?
No. AI CertArena writes independent practice scenarios. We are not affiliated with or endorsed by the exam providers, and we do not publish live exam questions.
Does my practice score predict an exam pass?
No. Your score is the percentage correct in this practice set, including skipped questions. Our 80% practice goal is a study target, not an official cut score or calibrated pass prediction.
How should I use this practice bank?
Try a short set, review the explanation for every miss, and repeat those questions later. Use the official exam guide to check topics that this starter bank does not yet cover.
Can I save and share my progress?
Sign in with Google to keep completed attempts and topic evaluations across devices. You can sign in after finishing a set and it still counts. You can also choose to publish a saved practice result and download an image to share. A practice badge is not a vendor credential.