Google Cloud Generative AI Leader: 420 Practice Questions

This course contains the use of artificial intelligence.

Choose an AI solution by its fit, not its name

Can you distinguish a model limitation from a data problem? Choose between a productivity assistant, enterprise search, and a custom agent? Explain why a fast prototype may still need permission controls, evaluation, and human review?

This practice course helps you prepare for the Google Cloud Generative AI Leader certification through 420 original questions. It follows the current unnumbered exam guide checked on October 10, 2026, including the four domains: fundamentals, Google Cloud offerings, output improvement, and business strategy.

A structured path from concepts to decisions

• Fundamentals — 90 questions: learning approaches, data readiness, the AI landscape, and Gemini, Gemma, Imagen, and Veo.
• Google Cloud offerings — 105 questions: productivity tools, customer experience, Agent Platform, model selection, and agent tools and APIs.
• Output improvement — 60 questions: prompting, grounding, RAG, sampling, model limitations, and evaluation.
• Business strategy — 45 questions: value, adoption, lifecycle security, privacy, fairness, and accountability.
• Two mixed mock exams — 60 questions each, 90 minutes each: approximately 30/35/20/15 domain weighting, with changed constraints and decision conditions.

Understand why each choice succeeds or fails

Every question includes the correct answer, feedback for every option, an explanation connecting the conditions to the decision, and a study suggestion. Use the focused sets to identify weak areas, then attempt a mock without consulting the explanations. After reviewing mistakes, use the second mock to test whether you can apply the concepts under different conditions.

The mock length uses the upper end of Google's published 50–60-question range. The course's 80% practice target is not an official passing score; Google does not publish a passing percentage for this exam. Focused-set timings are study arrangements rather than replicas of the exam.

This is an independent practice-question course from BrightRung Learning. It is not endorsed by or affiliated with Google, contains no confidential or recalled exam questions, and does not guarantee certification. It includes no video lectures or live cloud labs. Product capabilities and exam guidance may change; consult the linked official resources as you study.

AI tools assisted the drafting and editing of course materials.