GOOGLE AI CERTIFICATION EXAM QUESTIONS ANSWERED CORRECTLY LATEST UPDATE 2026

GOOGLE AI CERTIFICATION EXAM QUESTIONS ANSWERED CORRECTLY LATEST UPDATE 2026 a research company needs to analyze several lengthy PDF documents containing financial reports and identify KPS and their trends. they want a google pre-built gen AI tool that can process and summarize insights directly from the source material with citations. what should they use? - Answers C: use NotebookLM to upload and analyze the documents an organization wants granular control over who can use and see their gen AI models and related resources on goole cloud. which google cloud security offering is specifically designeed for this purpose? - Answers A: identity and access management a software developer needs a highly efficient, open source LLM that can be fine tuned on a local machine for rapid prototyping of a chatbot application. they require a model that offers strong performance in natural language understanding and generation, while being lightweight enough to run on limited hardware. which goole developed family of models should they use? - Answers C: Gemma an organization needs an AI tool to analyze and summarize lengthy customer feedback text transcripts. they need to choose a google foundation model with a large context window. which foundation model should the organization choose? - Answers A: Gemini what is a primary benefit of using a multi-agent system? - Answers D: to manage complex tasks that demand coordinated AI functions a company wants to create an AI powered educational solution that provides personalized learning experiences for students. this platform will assess a student's knowledge, recommend relevant learning materials, and generate personalized exercises. the application would provide the structure for lessons and track progress. what type of AI solution should they use? - Answers D: a customized learning agent a retail store with a large online catalog wants to improve customer experience and drive sales by implementing multimodal search capabilities (image, voice, and text". what is a primary business benefit of this capability? - Answers A: improved customer engagement and product discovery leading to increased satisfaction and potential sales a company is developing an AI character for a video game. the character needs to learn how to navigate a complex environment and make decisions to achieve certain objectives within the game. when the AI takes actions that lead to positive outcomes like finding a reward or overcoming an obstacle, it receives a positive score. through this process of trial and error, the AI gradually improves the character's ability to play the game effectively. what machine learning should the company use? - Answers A: reinforcement learning a company is defining their AI strategy. they want to follow google recommended practices to increase their chances of success. which strategy should they use? - Answers C: multi-directional strategy a financial services company receives a high volume of loan applications daily, submitted as scanned documents and PDFs with varying layouts. the manual process of extracting key information is time consuming and prone to error. the company wants to automate the extraction of this data to improve efficiency and accuracy. which google cloud tool should they use? - Answers D: document AI API what does Vertex AI Search enable companies to do? - Answers D: ground LLM responses with first-party data, third-party data, and google's knowledge graph a software development team wants to use gen AI to code faster so they can launch their software prototype quickly. what should the team do? - Answers B: use gen AI to suggest code snippets and complete functions what will Google Cloud's Agent Assist help a company achieve? - Answers C: the ability to provide real-time assistance and recommendations to live customer service agents during their interactions a highly regulated financial institution wants to use Gemini as the core decision engine for a long approval system that will approve or reject loan applications based on a strict set of of predefined criteria. why is this an inappropriate use case for Gemini? - Answers C: Gemini is designed for flexible content generation and inference, not rigid, rule-based decisions a company wants a gen AI platform that provides infrastructure, tools, and pretrained models needed to build, deploy, and manage its gen AI solutions. which google cloud offering should the company use? - Answers B: Vertex AI a development team is configuring a gen AI model for a custimer-facing application and watns to ensure the generated content is appropriate and harmless. what is the primary funtion of the safety settings parameter in a gen AI model - Answers C: to filter out potentially harmful or inappropriate content from the model's output based on the desired level of filtering the office of the CISO wants to use gen AI to help automate tasks like summarizing case information, researching threats, and taking actions like creating detections rules. what agent should they use? - Answers A: security agent a pharmaceutical company's research and development department spends significant time manually reviewing new scientific papers to identify potential drug targets. they need a solution that can answer questions about these papers and provide summarized insights without requiring extensive coding expertise. what should the organization do? - Answers D: use Vertex AI agent builder to create a custom AI agent a logistics company wants to use a gen AI agent to automatically check real time inventory levels across its warehouses and adjust delivery schedules. the gen AI agent needs access to internal inventory for data. they want the most cost-effective solution. what should they use? - Answers D: use google cloud databases and Vertex AI for the agent to get live data what is the characteristic of google cloud as a gen AI company? - Answers B: google cloud has an AI-first focus that enables innovation, continuous updates, and broad integration across its platforms an organization wants to use gen AI to create a chatbot that can answer customer questions about their account balances. they need to ensure that the chatbot can access previous portions of the conversation with the customer. which prompting technique should they use? - Answers D: prompt chaining a large ecommerce company with a vast and frequently updated product catalog finds that customers struggle to find products on their websites and support agents spend too much time finding detailed product information. the company wants to improve search accuracy and efficiency for both customer and support. what google cloud solution should they use? - Answers C: pre-built RAG with Vertex AI Search what is an example of unsupervised learning? - Answers A: analyzing customer purchase patterns to identify natural groupings a company has a machine learning project that has diverse data types like streaming data and structured databases. how does google cloud support data gathering in this project? - Answers A: google cloud provides tools such as Pub/Sub, cloud storage, and Cloud SQL a marketing team wants to use a foundation model to create social media and advertising campaigns. they want to create written articles and images from text. they lack deep AI expertise and need a versatile solution. which google foundation model should they use? - Answers C: Gemini what is the definition of gen AI? - Answers B: A type of artificial intelligence that can create new content and ideas, includiing text, images, music, and code a large multinational corporation with geographically dispersed teams struggles with knowledge silos and inconsistent access to critical internal information. what is a business benefit of using Google Agentspace in this scenario? - Answers B: seamless knowledge sharing and collaboration across internal systems a financial institution uses gen AI to approve and reject loan applications but gives no reason for rejection. customers are starting to file complaints. the company needs to implement a solution to reduce the complaints. what should they do? - Answers B: implement explainable gen AI policies an organization with a team of five customer service agents wants to improve agent efficiency and customer satisfaction during support interations. they are looking for a tool that can provide real time guidance to agents, suggest helpful information, and streamline the support provess without fully automating customer conversations. which component of Google Customer Engagement Suite should they use? - Answers A: agent assist a company's LLM is producing hallucinations that are a result of the knowledge cutoff. how does retrieval-augmented generation (RAG) overcome this limitation? - Answers C: RAG enables the LLM to retrieve relevant and up to date information from knowledge sources a human resources team is implementing a new gen AI application to assist the department in screening a large volume of job applications. they want to ensure fairness and build trust with potential candidates. what should the team prioritize? - Answers C: ensuring AI operates transparently, especially regarding application evaluation and data usage a company is developing a conversational AI chatbot. they need to ensure the chatbot can engage in human-like conversations and provide accurate information. what should they do to enhance the chatbot's ability to understand and respond effectively to user prompts? - Answers A: use prompt engineering techniques like few-shot prompting to provide the chatbot with examples of successful interactions a grocery chain has data in several internal systems like sales, inventory, and marketing. employees waste time searching these systems for information on product performance, stock, and campaign effectiveness. they need a central way to easily access and understand data across these systems for better decisions and efficiency. which google cloud offering should they use? - Answers B: Gemini Enterprise a video game company created a VR game with virtual characters that can interact with users in a more natural and intuitive way by using gestures and facial expressions to communicate. what type of agent is this? - Answers D: conversational agent a company is exploring Google Agentspace to improve how its employees search for information on their enterprise systems and automate certain tasks. what is the key business advantage of using Agentspace? - Answers C: improved productivity and data integration using AI assistance and advanced document analysis a company is developing a gen AI powered customer support chatbot. they want to ensure the chatbot can answer a wide range of customer questions accurately, even those related to recently updated product info not present in the model's original training data. what is the key benefit of implementing RAG in this chatbot? - Answers D: RAG will enable the chatbot to access and utilize external, up-to-date knowledge sources to provide more accurate and relevant answers what are the core hardware components of the infrastructure layer in the gen AI landscape? - Answers A: TPUs and GPUs a global news company is using a LLM to generate summaries of news articles for their website. the model's sumary of an internal summit was accurate until it hallucinated by stating a detail that did not occur. how should the company overcome this hallucination? - Answers D: use ground to base the model output on the source articles according to google recommended practices, when should gen AI be used to automate tasks? - Answers C: when tasks are repetetive and rule based a company is developing a gen AI application to analyze customer feedback collected through online surveys. stakeholders are concerned about potential privacy risks, as the feedback contains personally identifiable information. they need to mitigate these risks before using the data to train the AI model. what action should the company prioritize? - Answers D: apply data anonymization techniques to remove or obscure sensitive data a national bank is overwhelmed by customer inquiries across multiple channels and needs an AI solution to provide seamless, consistent support, empower customer support agents, and improve service quality. which Google Cloud product should the bank use? - Answers C: Google Contact Center as a service a company wants to use gen AI to create a chatbot that answers customer questions about their products and services. they need to ensure that the chatbot only uses information from the company's official documentation. what should the company do? - Answers D: use grounding a user asks a gen ai model about the scientific accuracy of a science fiction movie. the model states that humans can travel faster than light, referencing specific but fictional theories and providing made-up explanations of how this is achieved according to the movie's established science. the model presents info as factual without indication that it originates from a fiction work. what type of model limitation is this? - Answers D: hallucination a learning and developmental team wants to quickly create a new hire training video with a custom avatar and and voiceover that matches their company branding and messaging. they do not receive any money to spend on the production. what should they do? - Answers D: create a video with Google Vids a marketing team wants to use a gen AI model to create product descriptions for their new eco-friendly water bottles. they provide a brief prompt, stating, "write a product description for our new water bottle." the model generates a generic, lackluster description that is accurate but lacks engaging language and doesn't highlight the environmental benefits that are key to their brand. what should the team do to overcome this limitation of the generated product description? - Answers B: add details to the prompt about the audience, tone, and keywords an organization wants to use gen AI to create a marketing campaign. they need to ensure that the AI model generates text that is appropriate for the target audience. what should the organization do? - Answers A: role prompting