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Google Cloud Generative AI Leader practice questions

100 questions in 10 tests. Open one to answer it on its own, or take a whole test.

Test 1

Take Test 1 ›
  1. A marketing director wants her team to produce short promotional video clips from written creative briefs and a few product photos, without hiring a video production agency. She… · Fundamentals of Gen AI
  2. An insurance operations manager has five years of historical claims. Each claim is tagged by an investigator as either "fraudulent" or "legitimate". She wants a model that… · Fundamentals of Gen AI
  3. A legal operations lead is choosing a foundation model for contract review. Each master services agreement runs to several hundred pages. Reviewers want the model to flag… · Fundamentals of Gen AI
  4. Employees at a manufacturing company lose hours hunting for information scattered across Confluence, Jira, Microsoft SharePoint, and ServiceNow. The CIO wants one AI assistant… · Google Cloud's Gen AI Offerings
  5. New hires in a bank's contact center take too long to find answers while customers wait on the line. The head of customer service does not want to replace the human… · Google Cloud's Gen AI Offerings
  6. A product team at a health insurer built a promising claims-summary prototype in Google AI Studio using a Gemini API key. Leadership has approved a production launch that will… · Google Cloud's Gen AI Offerings
  7. A retail merchandising team uses Gemini to write product descriptions. The instructions in the prompt are clear, but the output keeps drifting: some descriptions are one… · Techniques to Improve Model Output
  8. An HR assistant built on Gemini answers employee questions about benefits and leave. Users report that it sometimes gives confident but wrong answers. It has cited a… · Techniques to Improve Model Output
  9. A logistics company plans to roll out a gen AI assistant that drafts responses for its customer support team. The CFO says she will fund a wider rollout only if the pilot proves… · Business Strategies for Gen AI
  10. A hospital network wants a data science partner to use gen AI to find patterns in patient records that predict readmission. The privacy officer has two conditions. The partner… · Business Strategies for Gen AI

Test 2

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  1. A bank's data governance lead is inventorying what the company holds before approving its first gen AI projects. The inventory lists customer service call recordings, scanned… · Fundamentals of Gen AI
  2. Four business units have each pitched an AI project to a grocery chain's steering committee. The committee wants to fund the one pitch that genuinely needs generative AI, and to… · Fundamentals of Gen AI
  3. A defense contractor's security committee will not approve any gen AI summarization tool whose model is reached as a shared, serverless third-party service. Its condition is that… · Fundamentals of Gen AI
  4. An accounting firm's partners spend their mornings triaging long email threads, writing first drafts of client letters, and building summary spreadsheets. The managing partner… · Google Cloud's Gen AI Offerings
  5. A utility's quality assurance team samples about 2% of its recorded support calls by hand each month, so it never really knows why customers call or where sentiment turns… · Google Cloud's Gen AI Offerings
  6. A media group's AI council has three candidate use cases and no agreement on which model each should use. Some members favour Google's own models, one team has been reading about… · Google Cloud's Gen AI Offerings
  7. An airline's new assistant answers baggage-allowance and change-fee questions well, because it was grounded in the published policy documents. Passengers, though, keep asking… · Google Cloud's Gen AI Offerings
  8. A benefits administrator uses Gemini to work out whether an employee's claim is covered. The calculation has several steps: check eligibility dates, apply the deductible, then… · Techniques to Improve Model Output
  9. A travel publisher's assistant drafts destination briefings for corporate clients. It is accurate on history and geography, but it states visa rules and airline route changes… · Techniques to Improve Model Output
  10. A telecom's CISO has been handed eleven gen AI pilots that grew up in different business units. Each team secured its own pilot its own way, so the board cannot tell which risks… · Business Strategies for Gen AI

Test 3

Take Test 3 ›
  1. A new board member asks a company's data science lead to explain, in plain terms, how "artificial intelligence," "machine learning," and "generative AI" relate to each other… · Fundamentals of Gen AI
  2. A product manager is reading a vendor briefing on how text-to-image models such as Imagen produce a picture from a written prompt. The briefing describes the model as being… · Fundamentals of Gen AI
  3. A retailer wants to ground a gen AI shopping assistant in its product catalog. During review, the team finds that many product records are missing the size, material, or… · Fundamentals of Gen AI
  4. An infrastructure lead is told that the company's new foundation model training project needs more than just a pile of fast chips: it needs accelerators, networking, storage, and… · Google Cloud's Gen AI Offerings
  5. An HR generalist writes the same long prompt every week: detailed instructions, tone guidance, and a company policy document, so that the Gemini app can draft job postings in the… · Google Cloud's Gen AI Offerings
  6. A finance team wants to build an agent that processes hundreds of vendor invoices a day: it should pull out the invoice number, vendor name, line items, and total amount from… · Google Cloud's Gen AI Offerings
  7. A telecom's customer service leadership wants a virtual agent that customers can talk or type to around the clock, handling account questions, plan changes, and troubleshooting… · Google Cloud's Gen AI Offerings
  8. A legal operations team uses Gemini to draft standard contract clauses. They need the wording to stay close to their approved templates every time, with as little creative… · Techniques to Improve Model Output
  9. A hospital pilots a gen AI assistant that drafts summaries of patient history to help clinicians prepare for appointments. During testing, the assistant occasionally states a… · Techniques to Improve Model Output
  10. A manufacturing company's leadership team is excited about gen AI and is debating where to begin. One option is an ambitious project to redesign the entire supply chain planning… · Business Strategies for Gen AI

Test 4

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  1. A retailer's analytics team wants a model that reads thousands of free-form customer reviews and extracts sentiment, product mentions, and complaints written in ordinary… · Fundamentals of Gen AI
  2. A marketing team has years of purchase history for millions of customers but no predefined segments or category labels. They want a model to discover natural groupings of… · Fundamentals of Gen AI
  3. A CIO is mapping her existing AI vendors onto the layers of the gen AI landscape. One vendor supplies neither chips nor a foundation model, and it does not ship a finished… · Fundamentals of Gen AI
  4. An infrastructure team wants to know what gives Google Cloud a distinctive hardware advantage for training and serving large AI models at scale, beyond the GPUs it also offers… · Google Cloud's Gen AI Offerings
  5. An operations team stores its knowledge base across PDFs, spreadsheets, and slide decks, and some of those files hold the answer in a chart or a screenshot rather than in plain… · Google Cloud's Gen AI Offerings
  6. A retailer is building a phone-based voice agent. A caller speaks naturally, the agent's underlying model decides how to respond, and that response must be read back to the… · Google Cloud's Gen AI Offerings
  7. A prompt engineer wants Gemini to consistently answer customer questions in the voice of a patient, plain-language support technician, rather than a terse, generic assistant… · Techniques to Improve Model Output
  8. A product leader is deciding whether to add retrieval-augmented generation (RAG) to an internal chatbot that currently answers only from what the model learned during training… · Techniques to Improve Model Output
  9. A security review finds that a customer support agent reads the full body of each incoming email before drafting a reply. An attacker sends an email whose body contains hidden… · Business Strategies for Gen AI
  10. A finance director is reviewing a vendor proposal for a gen AI virtual assistant. The proposal lists a one-time integration fee and calls it "the cost of the project." Before she… · Business Strategies for Gen AI

Test 5

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  1. A retailer wants a single model that can take a customer's photo of a damaged product plus a typed description of the problem, and return a written explanation of the likely… · Fundamentals of Gen AI
  2. A model vendor wants its chatbot to sound more helpful and less abrupt. Human raters review pairs of candidate responses to the same prompt and rank which one they prefer. Those… · Fundamentals of Gen AI
  3. A logistics company wants to train a model on shipment records pulled from three regional warehouse systems. One system logs weight in kilograms, another in pounds. One system… · Fundamentals of Gen AI
  4. A hospital's general counsel is evaluating Gemini for Google Cloud for clinical staff to draft patient correspondence. Before approving the pilot, she asks whether the… · Google Cloud's Gen AI Offerings
  5. A retailer's merchandising analyst has a labeled spreadsheet of past promotions and wants a model that predicts which future promotions will sell out. She knows the business… · Google Cloud's Gen AI Offerings
  6. A sales director missed a client call because of a scheduling conflict. She wants to catch up on what was discussed without watching the full recording, and the rest of the team… · Google Cloud's Gen AI Offerings
  7. A law firm needs to translate hundreds of signed contracts, delivered as formatted PDF and Word files with tables, headers, and page layout, from English into French. The output… · Google Cloud's Gen AI Offerings
  8. A product team is tuning a model that drafts short marketing taglines. At each step, the model ranks every possible next word by probability, then keeps adding words from most… · Techniques to Improve Model Output
  9. A hiring team notices that a resume-screening model trained on ten years of the company's past hiring decisions consistently rates candidates from certain universities lower than… · Techniques to Improve Model Output
  10. A mid-size insurer wants an AI assistant that lets adjusters search claims documentation and get answers with citations. The use case is common across the industry, the insurer… · Business Strategies for Gen AI

Test 6

Take Test 6 ›
  1. A marketing director reads a confident, well-written paragraph produced by a large language model and assumes it must be accurate because it reads so smoothly. A data scientist… · Fundamentals of Gen AI
  2. A retailer is scoping a new machine learning initiative. Before any model can be trained, evaluated, or deployed, the team must first pull in raw data from point-of-sale systems… · Fundamentals of Gen AI
  3. A furniture retailer wants to generate new lifestyle photos of its sofas in different room settings from text descriptions, and also wants to remove an unwanted object from an… · Fundamentals of Gen AI
  4. A CIO is comparing cloud providers for a new gen AI program. She is wary of committing to a platform that locks her organization into a single proprietary model, because model… · Google Cloud's Gen AI Offerings
  5. An outdoor equipment retailer's on-site search box currently only matches exact keywords, so a shopper searching "warm jacket for cold rainy hikes" gets no useful results even… · Google Cloud's Gen AI Offerings
  6. A logistics company built an agent that can answer questions about shipment policies using grounding, but it cannot yet tell a customer where a specific package currently is. The… · Google Cloud's Gen AI Offerings
  7. A single prompt asks a model to read a long contract, extract every payment obligation, classify each one by risk level, and then draft a plain-language summary for a non-lawyer… · Techniques to Improve Model Output
  8. A support team built a Gemini-powered assistant that writes long troubleshooting guides. Several guides now cut off mid-sentence before reaching a conclusion, even though the… · Techniques to Improve Model Output
  9. A company's data science team needs to call a deployed model endpoint to generate predictions, but does not need to create, delete, or manage the underlying infrastructure. An… · Business Strategies for Gen AI
  10. A company rolled out a gen AI writing assistant to its entire marketing department in one weekend, with an email announcement and a link to the tool. Three months later, usage is… · Business Strategies for Gen AI

Test 7

Take Test 7 ›
  1. A business leader is briefing new hires on generative AI basics. She wants a simple definition of a "foundation model" that explains why the same model can power a chatbot, a… · Fundamentals of Gen AI
  2. A retailer has ingested three years of raw product reviews into Cloud Storage for a gen AI project. Before the data can be used to fine-tune a model, the team must clean… · Fundamentals of Gen AI
  3. A mobile app team is adding an in-app feature that classifies incoming support messages into a handful of categories and must respond in under a second, at high volume, and at… · Fundamentals of Gen AI
  4. An executive asks why Google Cloud's gen AI offerings should be trusted over a newer entrant that only started building AI products after ChatGPT's launch. The presenter wants to… · Google Cloud's Gen AI Offerings
  5. A policy research team uploads dozens of PDFs, spreadsheets, and internal reports into a single enterprise workspace. They want the tool to ground every answer strictly in that… · Google Cloud's Gen AI Offerings
  6. A market analyst wants to understand a competitor's recent product launches, pricing changes, and press coverage. She needs a single report that pulls together findings from many… · Google Cloud's Gen AI Offerings
  7. An engineering lead is designing a custom retrieval-augmented generation pipeline instead of using a prebuilt search offering. The plan is to convert a large internal document… · Google Cloud's Gen AI Offerings
  8. A legal team has spent months writing detailed prompt templates and few-shot examples to get a general-purpose model to draft contracts in the firm's exact house style and… · Techniques to Improve Model Output
  9. A logistics company deployed a gen AI model that correctly classifies shipping documents in almost every case seen during testing. In production, the model occasionally… · Techniques to Improve Model Output
  10. A CISO is rolling out several gen AI agents across the company and wants a single, organization- wide dashboard that inventories every model, dataset, and AI agent in use, flags… · Business Strategies for Gen AI

Test 8

Take Test 8 ›
  1. A legal operations team has spent weeks refining the wording, examples, and instructions in its prompts for a contract-review assistant, but accuracy on the firm's specialized… · Fundamentals of Gen AI
  2. A data science team has finished training and evaluating a custom classification model and has selected the version that meets the accuracy bar. The team's director now wants to… · Fundamentals of Gen AI
  3. A retail chain's analytics team feeds two years of point-of-sale transactions and customer support logs into a gen AI tool, without asking it to write anything new, and asks it… · Fundamentals of Gen AI
  4. A telecom operator runs its call center on a patchwork of separate vendors for queuing and routing, a separate virtual agent product, and a separate analytics tool, and wants to… · Google Cloud's Gen AI Offerings
  5. An insurance company is building an agent that lets adjusters upload photos of vehicle damage and receive an automatic list of damage types and their approximate locations in the… · Google Cloud's Gen AI Offerings
  6. An HR operations manager, who has no software development background, wants to build a chat agent that answers employee questions about benefits by pulling from an internal… · Google Cloud's Gen AI Offerings
  7. A bank deployed a gen AI model six months ago to flag potentially fraudulent transactions. Its accuracy on that launch day was strong, but customer spending patterns have shifted… · Techniques to Improve Model Output
  8. A media company is building a public-facing gen AI assistant and wants to configure how strictly the model should block responses that its content classifier scores as likely to… · Techniques to Improve Model Output
  9. A manufacturer is training a custom model on data submitted by its network of parts suppliers. The security team warns that if an attacker managed to slip corrupted or mislabeled… · Business Strategies for Gen AI
  10. A bank deploys a gen AI chat agent to answer customer questions on its website. Some customers have complained after realizing partway through a conversation that they were not… · Business Strategies for Gen AI

Test 9

Take Test 9 ›
  1. A furniture retailer's gen AI shopping assistant is grounded on a document store that was indexed a year ago. It confidently recommends a chair that was discontinued last spring… · Fundamentals of Gen AI
  2. A company is comparing two gen AI initiatives. One team is building a custom procurement assistant that reasons across the purchasing, budgeting, and vendor systems, plans the… · Fundamentals of Gen AI
  3. A streaming service uses gen AI to write a short blurb on each viewer's home screen, drawing on that viewer's watch history and stated genre preferences so two different viewers… · Fundamentals of Gen AI
  4. A retail company has no machine learning engineers on staff but wants to add product photo labeling to its app this quarter, without collecting a training set or tuning a model… · Google Cloud's Gen AI Offerings
  5. An engineering team needs to build a multi-agent workflow with full code-level control over how the agents reason, orchestrate tools, and hand off tasks to one another, and then… · Google Cloud's Gen AI Offerings
  6. A support team wants to process thousands of existing help-desk tickets to find out whether the attitude customers express toward specific product names mentioned in the ticket… · Google Cloud's Gen AI Offerings
  7. A team is configuring tools for a new agent. They want the agent to ground its answers in a collection of internal PDF policy documents by retrieving relevant passages from them… · Google Cloud's Gen AI Offerings
  8. A developer wants a prompting technique in which the model writes out an explicit reasoning step, takes an action such as calling a tool, observes the result of that action, and… · Techniques to Improve Model Output
  9. A team calls a Gemini model in production using a "latest" alias, which automatically points to the newest release available for that model line, rather than pinning a specific… · Techniques to Improve Model Output
  10. A lender is deploying a gen AI assistant that helps decide whether to approve loan applications. Regulators require the company to be able to show which factors contributed to a… · Business Strategies for Gen AI

Test 10

Take Test 10 ›
  1. A retailer wants a customer service agent grounded in return policies, product specifications, and warranty terms. Sales keeps its documents in a shared drive, support keeps its… · Fundamentals of Gen AI
  2. A logistics company's dispatch assistant must stay operational nationwide during every shift, including if one region has an outage. Dispatchers do not need the most… · Fundamentals of Gen AI
  3. An engineering director wants developers to describe a function in plain English inside their editor and have the assistant write the boilerplate code, generate matching unit… · Fundamentals of Gen AI
  4. A finance manager worries that once Gemini for Google Workspace is turned on, it might summarize a confidential salary spreadsheet for an employee who was never given access to… · Google Cloud's Gen AI Offerings
  5. A legal technology team is grounding an assistant in scanned contracts that require a non-standard chunking strategy and a specific embedding model already used by the firm's… · Google Cloud's Gen AI Offerings
  6. A bank already runs its loan-summary agent on Gemini Enterprise Agent Platform. Its regulator now requires that Google never be able to access the encryption keys protecting the… · Google Cloud's Gen AI Offerings
  7. A travel assistant needs to answer two kinds of questions: what an airline's own baggage policy says, and whether a given airport is currently experiencing weather delays. The… · Techniques to Improve Model Output
  8. A retailer's data science team computes customer features, such as average order value and days since last purchase, once for model training. In production, a different team… · Techniques to Improve Model Output
  9. A retail executive is deciding how to plan the company's first gen AI project. One advisor suggests starting by comparing the latest foundation model benchmark scores and picking… · Business Strategies for Gen AI
  10. A bank's gen AI loan-summary assistant is reviewed after launch. Analysts find that applications from one neighborhood are summarized with noticeably more hedging language and… · Business Strategies for Gen AI