Generative AI Leader exam sections & weightings
Google Cloud Generative AI Leader exam sections and their approximate weight in the exam, with the number of practice questions per section
| Exam section | Exam weight | Questions here |
| 1. Fundamentals of generative AI | ~30% | 174 (28%) |
| 2. Google Cloud's generative AI offerings | ~35% | 195 (32%) |
| 3. Techniques to improve generative AI model output | ~20% | 136 (22%) |
| 4. Business strategies for a successful generative AI solution | ~15% | 110 (18%) |
Google Generative AI Leader exam — frequently asked questions
What is the Google Cloud Generative AI Leader certification?
It is a Google Cloud certification for business and technical leaders who need to understand how generative AI can create value. It focuses on gen AI concepts, Google Cloud’s gen AI products and how to lead a successful gen AI initiative, rather than on hands-on coding or model building.
Which sections does the Generative AI Leader exam cover?
Four sections: Fundamentals of generative AI (about 30%), Google Cloud’s generative AI offerings (about 35%), Techniques to improve generative AI model output (about 20%), and Business strategies for a successful generative AI solution (about 15%).
How long is the exam and how many questions does it have?
Google lists a 90-minute exam with roughly 50 to 60 multiple-choice and multiple-select questions. The mock exam on this page follows the same format: 60 questions in 90 minutes.
What score do I need to pass the Generative AI Leader exam?
Google does not publish an exact passing score; results are reported as pass or fail. On this page, aim for 70% or higher on the mock exam as a readiness guide before booking the real exam.
Are there prerequisites for the Generative AI Leader exam?
There are no formal prerequisites and no coding experience is required. Familiarity with business uses of AI and with Google Cloud products helps.
Are these Generative AI Leader practice tests free?
Yes. All the practice sections and the mock exam on this page are free to use, as often as you like.
Free Google Cloud Generative AI Leader practice exam with mock test
This Generative AI Leader practice exam from Isha Training Solutions contains 615 original, scenario-based practice questions for the Google Cloud Certified Generative AI Leader exam, with shuffled answer options and clear explanations. Questions are grouped into the four official exam sections: fundamentals of generative AI, Google Cloud's generative AI offerings, techniques to improve generative AI model output, and business strategies for a successful generative AI solution.
The timed Generative AI Leader mock test draws 60 questions in the same proportions as the exam guide, runs for 90 minutes, and reports your score with a section-by-section breakdown and full answer review.
Topics covered
AI, machine learning and generative AI fundamentals; supervised, unsupervised and reinforcement learning; structured and unstructured data; the gen AI landscape layers; Google foundation models including Gemini, Gemma, Imagen and Veo; Vertex AI, Model Garden and Vertex AI Studio; Gemini Enterprise, Gemini for Google Workspace, NotebookLM and the Gemini app; Customer Engagement Suite; AI agents, tools and the Agent Development Kit; prompt engineering, grounding and retrieval-augmented generation; sampling parameters; hallucinations, knowledge cutoff, bias and drift; the Secure AI Framework (SAIF), IAM and Security Command Center; responsible AI, privacy and explainability.
Isha Training Solutions provides live online AI, Generative AI, Agentic AI and software testing training for working professionals. Call +91-9133190573.