Claude Certification Guide CCAO-F

Practice questions

100 scenario questions across all seven domains, mixed by default so you have to recognise which domain a question belongs to — half the difficulty on the real exam. Every answer explains why the wrong options are wrong, which is where the reasoning actually lives.

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Each question has its own page with the answer and a full explanation.

Output Evaluation and Validation 21
  1. A marketing lead uploads a quarterly campaign spreadsheet and asks Claude for a one-page performance summary…
  2. A project manager pastes meeting notes into a chat and asks Claude for a summary listing every decision, its…
  3. A consultant receives a market-sizing estimate from Claude with several precise figures. She asks, 'Are you…
  4. An operations analyst has 15 minutes to review Claude's summary of a supplier's 30-page proposal before an…
  5. A teacher uses Claude for several tasks this week. Which output most warrants checking every detail against…
  6. A grant writer asks Claude, with no files uploaded and no search enabled, for a paragraph on the impact of…
  7. A program manager reviews a Claude-drafted board update. The executive summary says all milestones are on…
  8. A recruiter's prompt asked Claude to write an inclusive job ad. The draft describes the ideal candidate as a…
  9. A customer support lead asks Claude how many days customers have to request a refund. Claude answers '45…
  10. A strategy manager at a regional bakery chain reviews a Claude-drafted analysis of two possible flour…
  11. A communications officer had an event press release fact-checked and approved. She then asked Claude to…
  12. An office manager asks Claude, with web search on, what the company's per-night hotel limit is for business…
  13. A clinic's operations coordinator uses Claude for several drafts. Select the two outputs that most clearly…
  14. A team lead uses Claude to draft a short, light-hearted recap of last week's team lunch for the internal team…
  15. A small-business owner asks Claude to summarize her obligations under a commercial lease she plans to sign…
  16. A policy analyst uses Claude's research feature to produce a cited report on industry regulations, which will…
  17. An HR manager has Claude score 40 job applications against the role's criteria. A colleague suggests…
  18. An IT operations lead has an accurate, technically detailed Claude draft explaining an upcoming…
  19. A learning-and-development coordinator needs Claude to compare five training providers on cost, course…
  20. A teacher is developing a full unit lesson plan with Claude. She will refine it over several sessions and…
  21. A program manager asks Claude to turn a verified, detailed project status report into a version for the…
Workflow Integration and Solution Design 16
  1. A business analyst uploads transcripts from five stakeholder interviews about a new expense-approval process…
  2. While analyzing requirements for a customer newsletter, a communications manager asks Claude to review input…
  3. An operations coordinator types into Claude: 'We are setting up a new warehouse returns process. What are the…
  4. A consultant is helping a client choose the first tasks to pilot with Claude. Select the two candidates that…
  5. A marketing director wants to demonstrate Claude to senior leadership. One team member suggests a flashy…
  6. An HR manager needs a cited comparison of how several organizations in her sector structure parental-leave…
  7. A facilities manager uses Claude's research feature to compare office-cleaning contractors. The cited report…
  8. A project manager needs a detailed six-month plan for an office relocation. Her first attempt, a single…
  9. An operations lead asks Claude how to speed up the team's invoice-approval process. Claude suggests…
  10. A training coordinator uses Claude to design a new incident-report template as an Artifact. The first draft…
  11. A teacher is iterating with Claude on a new unit plan over several weeks. Each time, she opens a fresh chat…
  12. A communications team takes three review rounds to produce its monthly stakeholder update. The team lead…
  13. After two months of excellent results, a customer-success manager proposes removing the human review step…
  14. A project manager is presenting the results of a Claude pilot to department heads who are sceptical about AI…
  15. A sales operations lead wants Claude to automatically read every new lead entered into the company's CRM…
  16. An operations manager collects requests from her team about using Claude. Select the two requests that should…
Governance, Risk, and Responsible Use 15
  1. A recruiting manager has 60 applications for a single role. She wants to upload them to Claude and use its…
  2. An office manager is about to sign a three-year lease for new premises. She asks Claude whether a termination…
  3. A team leader has to write annual performance reviews for eight direct reports. A colleague says AI should…
  4. A financial-planning team wants Claude to generate personalized investment recommendations that are sent…
  5. A school administrator is listing possible uses for Claude. Select the two uses that are appropriate without…
  6. An internal communications manager has transcripts of 30 employee focus groups and wants Claude to find…
  7. A consultant's firm provides an approved Claude workspace with administrator-managed settings. On a deadline…
  8. A marketing coordinator wants to connect her work email account to Claude through a connector so it can…
  9. A clinic's operations manager removes patient names from a small set of complaint records before analysis…
  10. Halfway through a chat, an HR coordinator realizes she pasted a spreadsheet extract that included employees'…
  11. A nonprofit's program manager wants to analyze donor feedback with Claude. The feedback file includes donor…
  12. A marketing lead notices that Claude-generated customer personas from the team's Project are almost always…
  13. A communications officer uses Claude to draft most of an article for the organization's public magazine. The…
  14. An operations director sends a board update that includes a cost-saving figure Claude produced when…
  15. A team has used Claude for six months to draft client proposals. A manager notices that reviewers now skim…
Prompting and Task Execution 14
  1. An operations analyst uploads twelve incident reports and asks Claude, "Summarize these." The COO needs to…
  2. A customer success manager wants Claude to draft replies to complaints in the company's voice. Her prompt…
  3. A finance coordinator asks Claude, "Which of our cost centers overspent last quarter and why?" without…
  4. A learning and development lead needs a name for a new mentoring program. She asks Claude for "the single…
  5. A policy officer needs to know how three neighboring regions have changed their remote-work rules for public…
  6. A project manager pastes a messy export of 300 task names, owners and dates and asks Claude to "tidy this…
  7. A product marketing manager sends one prompt with 30 customer interview transcripts asking Claude to identify…
  8. A school administrator asks Claude to rewrite one sentence in a parent newsletter so it sounds friendlier. A…
  9. An HR coordinator is staging a large task: first Claude extracted every policy change from a 60-page handbook…
  10. A consultant has worked through a long, multi-step market analysis in one chat. The conversation is now very…
  11. A communications manager receives a draft press statement from Claude. The facts and structure are right, but…
  12. A teacher is refining a unit plan with Claude. In one follow-up she asked for a shorter plan with a different…
  13. Every week, a sales operations analyst asks Claude for a pipeline summary, and every week she sends the same…
  14. After four rounds of refinement, a recruiter's job advertisement from Claude is accurate and well structured…
Product and Model Selection 12
  1. A marketing lead drafts a weekly product update for customers. Every week she opens a new chat and pastes in…
  2. A policy advisor is iterating with Claude on a four-page remote-work policy draft. After many rounds of edits…
  3. A university program director needs a sourced overview of how comparable institutions are publicly…
  4. A project coordinator is deciding how to use Claude for several tasks. Select the two choices that best match…
  5. An HR coordinator must sort about 1,200 short open-text survey comments into six fixed themes by end of day…
  6. A finance operations manager needs a recommendation on restructuring three overlapping vendor contracts…
  7. A communications officer gets poor, generic press-release drafts from Claude. Her prompt reads only 'Write a…
  8. A team has been using the most capable model to reformat meeting notes into a fixed bullet template. The…
  9. A school administrator is choosing models for different tasks. Select the two pairings that best align model…
  10. An events manager has used one chat for five weeks to plan a conference. Claude has started suggesting a…
  11. A consultant finished a strategy session in one chat yesterday. Today she opens a new, separate chat (not in…
  12. A recruiter wants Claude to stop re-asking about her preferred interview-summary format every time. She's…
Configuration and Knowledge Management 12
  1. An IT support lead creates a Project to draft answers to staff helpdesk questions. She pastes the entire…
  2. A teacher sets up a Project to help create weekly lesson plans for a Year 8 science class. Which Project…
  3. A legal operations coordinator is preparing Project knowledge for a contract-question assistant that…
  4. A benefits specialist's Project sometimes answers questions that the uploaded benefits documents don't cover…
  5. A customer success manager has built a Project to draft responses to common account questions and plans to…
  6. An operations analyst wants a Project to automatically pull data from the company's internal inventory system…
  7. A project manager's team status document in Google Drive is updated by several people every day. She wants…
  8. A marketing coordinator is connecting sources for a Project that drafts social posts from approved campaign…
  9. A compliance officer learns that the company's expense policy was updated last month, but the team's…
  10. A shared onboarding Project was set up by a team member who has since moved to another department. Nobody has…
  11. A sales manager uses the Gmail connector so Claude can summarize recent vendor email threads. Claude's…
  12. A communications manager changes the shared press-office Project instructions to adopt a new house style for…
Troubleshooting and Optimization 10
  1. A benefits coordinator set up a Project to answer staff questions about the pension scheme. Staff report that…
  2. A marketing team uses a shared prompt to generate product descriptions. Team members keep saying the output…
  3. A legal operations assistant asks Claude to "summarize" each new vendor contract. Her manager keeps sending…
  4. An event planner has used a single chat for three weeks to plan a conference. Recently Claude has started…
  5. A strategy analyst asks Claude in a plain chat about competitors' pricing changes announced in the past…
  6. A training manager rewrote a quiz-generation prompt after complaints that questions were too easy. She…
  7. A customer support lead uses the most capable model to draft hundreds of short, routine replies a day, such…
  8. A nonprofit communications officer drafts donor updates with Claude. Several donors have replied that the…
  9. A project management office lead starts a new chat every week to produce a portfolio status report. Each…
  10. An operations team has streamlined its weekly reporting with a Claude Project, cutting drafting time…