75 practice questions for Google Cloud Generative AI Leader certification, with full explanations.
Every question comes with the correct answer, the reasoning behind it, and a short note on why each wrong option is wrong. Work through it once with the answers, then again with the questions-only copy under exam conditions.
- 75 questions mapped to the Generative AI Leader exam guide
- Answers and explanations for every question, including the wrong options
- A questions-only PDF for timed practice runs
- Instant delivery by email the moment you check out
- Free monthly updates for as long as the exam is live
- Pass or your money back
A Generative AI Leader attempt costs US$99. This pack is US$39, paid once.
Try 10 questions free before you buy.
Last updated September 2026 · 75 questions
What makes the Generative AI Leader exam hard
Generative AI Leader is Google’s business-level AI certification, launched in May 2025 for people in any role, with or without technical experience. There is no code and no architecture. What it tests is whether a candidate can read a business scenario and pick the right Google Cloud product, prompting technique or governance decision, which is harder than it sounds when four Google products overlap and the answer hinges on one requirement in the question.
Google Cloud’s gen AI offerings is the biggest section: the Gemini model family, Vertex AI, Vertex AI Studio versus Google AI Studio, Model Garden, Agent Builder, Gemini Enterprise, and the AI-optimised infrastructure with TPUs and GPUs. Fundamentals covers how AI, machine learning, deep learning and generative AI relate, foundation models and LLMs, tokens, hallucinations and bias.
Techniques to improve output covers prompt engineering, zero-shot and few-shot prompting, chain of thought, grounding and retrieval-augmented generation, and fine-tuning. Business strategies covers use case identification, ROI and KPIs, Google’s AI principles and responsible AI, and data governance, including that customer data in Vertex AI is not used to train Google’s foundation models. The exam is 50 to 60 questions in 90 minutes.
About the exam
The Google Cloud Generative AI Leader certification covers the 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. There are no prerequisites and no technical experience is required.
Exam sections
- Fundamentals of generative AI
- Google Cloud’s generative AI offerings
- Techniques to improve generative AI model output
- Business strategies for a successful generative AI solution
50 to 60 multiple choice questions, 90 minutes, US$99 per attempt, online proctored or at a test centre, available in English, Japanese and Spanish, certification valid for three years. Google does not publish a fixed passing score.
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