Last Updated: Sep 15, 2026
No. of Questions: 103 Questions & Answers with Testing Engine
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| Certification Vendor: | Google Cloud |
|---|---|
| Exam Name: | Generative AI Leader Certification Exam |
| Exam Number: | Generative-AI-Leader |
| Exam Format: | Multiple choice |
| Real Exam Qty: | 50-60 |
| Exam Duration: | 90 minutes |
| Passing Score: | Not publicly disclosed |
| Exam Price: | USD 99 (plus tax where applicable) |
| Available Languages: | Japanese, Spanish, English, Portuguese |
| Certificate Validity Period: | 3 years |
| Recommended Training: | Generative AI Leader Training Course Generative AI Leader Study Guide |
| Exam Registration: | Google Cloud Certification Registration |
| Sample Questions: | Google Generative-AI-Leader日本語 Sample Questions |
| Exam Way: | Online-proctored or onsite-proctored |
| Pre Condition: | No prerequisites required; open to all roles and backgrounds |
| Official Syllabus URL: | https://cloud.google.com/learn/certification/generative-ai-leader |
| Section | Weight | Objectives |
|---|---|---|
| Google Cloud's Generative AI Offerings | 35% | - Generative AI application development platforms - Vertex AI generative AI capabilities - Overview of Google Cloud generative AI services and tools - Model Garden and available models - Enterprise integration and security features |
| Techniques to Improve Generative AI Model Output | 20% | - Mitigation of bias and inaccuracies - Evaluation and optimization of output quality - Fine-tuning and adaptation methods - Prompt engineering principles and best practices |
| Fundamentals of Generative AI | 30% | - Responsible AI principles and application - Key technologies and differences from traditional AI - Core concepts and characteristics of generative AI - Foundation models: definition, capabilities, and use cases |
| Business Strategies for Successful Generative AI Solutions | 15% | - Identifying business use cases and value opportunities - Governance, risk management, and compliance - Scaling and measuring success of generative AI initiatives - Planning and adoption frameworks |
The Generative-AI-Leader日本語 exam, officially titled Google Cloud Certified - Generative AI Leader Exam (Generative-AI-Leader日本語版), is the qualifying exam for the Google Cloud Certified - Generative AI Leader certification, which sits at the Foundational level. Earning it shows employers that you have the skills the credential stands for, and it is a solid step forward on a Google career path.
The Generative-AI-Leader日本語 exam gives you 50-60 questions to complete within 90 minutes. Do the math before exam day: divide the total time by the question count to set a steady per-question pace, and flag any item that stalls you so you can return to it after securing the easier points. The most reliable way to build that rhythm is a full timed practice test under the same limit, which is exactly what TestSimulate's test engines are designed for.
The passing score for Google Cloud Certified - Generative AI Leader Exam (Generative-AI-Leader日本語版) is Not publicly disclosed, and the official registration fee is USD 99 (plus tax where applicable). Keep in mind that a retake means paying that fee again in full, which makes an honest self-check worthwhile: before you book, sit a timed practice test and make sure you are consistently scoring above the passing line with some margin to spare.
According to the official requirements: No prerequisites required; open to all roles and backgrounds. Eligibility rules do change from time to time, so confirm the current details on the official exam page before you register.
Registration for the Generative-AI-Leader日本語 exam is handled through the official channels below:
The exam is delivered in the following format: Online-proctored or onsite-proctored. Pick a date that leaves room for at least one full timed practice test beforehand.
Google recommends the following official training options for candidates preparing for Google Cloud Certified - Generative AI Leader Exam (Generative-AI-Leader日本語版):
Courses build the foundation, but they work best alongside question practice. That is where TestSimulate comes in: the 103 practice questions in our Generative-AI-Leader日本語 package let you rehearse the exam format at your own pace and see exactly where you stand.
Yes — TestSimulate offers a free PDF demo of the Google Cloud Certified - Generative AI Leader Exam (Generative-AI-Leader日本語版) material, so you can review the question style and answer quality before you spend anything. After purchase, you also receive 365 days of free updates, and if your product expires you can extend the update service at a 50% discount from your member zone.
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The current Google Cloud Certified - Generative AI Leader Exam (Generative-AI-Leader日本語版) syllabus is organized into 4 exam domains. The first three are:
For the full domain and subtopic breakdown, see the Exam Topics section above — that is the outline your TestSimulate practice questions are mapped to.
ある企業が、顧客からのフィードバックを肯定的、否定的、または中立的に分類するように設計された生成AIモデルをトレーニングしました。しかし、トレーニングデータセットには特定の年齢層からのフィードバックが偏っており、現在の顧客のコミュニケーションスタイルを反映していない時代遅れの言語規範が使用されていました。モデルをデプロイすると、新規顧客からのフィードバックに対する感情分析に強い偏りが見られ、過小評価されている年齢層からのレビューを誤分類し、現在のスラングや言い回しを理解するのに苦労しました。これはどのようなモデルの限界でしょうか?
Correct Answer: D 🗳️
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ある企業が会話型AIチャットボットを開発しています。チャットボットが人間のような会話をし、正確な情報を提供できるようにする必要があります。ユーザーの指示を理解し、効果的に応答するチャットボットの能力を高めるには、どうすればよいでしょうか?
Correct Answer: A 🗳️
Explanation: Only visible for TestSimulate members. You can sign-up / login (it's free).
Google が推奨するプラクティスによれば、タスクの自動化に生成 AI を使用するのはいつでしょうか?
Correct Answer: A 🗳️
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教師なし機械学習の例は何ですか?
Correct Answer: C 🗳️
Explanation: Only visible for TestSimulate members. You can sign-up / login (it's free).
ある企業がビデオゲーム用のAIキャラクターを開発しています。AIキャラクターは、複雑な環境を移動し、ゲーム内の特定の目標を達成するための意思決定を学習する必要があります。AIが報酬を見つけたり障害を乗り越えたりするなど、肯定的な結果につながる行動をとった場合、プラススコアが与えられます。壁にぶつかったり、進行が中断したりするなど、否定的な結果につながる行動をとった場合、マイナススコアが与えられます。この試行錯誤のプロセスを通じて、AIはキャラクターがゲームを効果的にプレイする能力を徐々に向上させていきます。この企業はどのような機械学習を活用すべきでしょうか?
Correct Answer: C 🗳️
Explanation: Only visible for TestSimulate members. You can sign-up / login (it's free).
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