# CCAO-F Practice: Prompting | Your AI Department > 8 free CCAO-F practice questions on prompting and task execution (14% of the exam), with study notes and explanations. Source: https://youraidept.com/network/ccao-f-practice-questions/prompting-and-task-execution CCAO-F domain drill # CCAO-F practice questions: Prompting and task execution. 8 original questions on Prompting and task execution, which carries 14% of the Claude Certified Associate – Foundations exam per the published guide. Study notes first, then the questions with an explanation for each. When this domain feels solid, take [the timed CCAO-F practice exam](https://youraidept.com/network/ccao-f-practice-exam) and check the domain breakdown. ## What to know about Prompting and task execution - Clear task statements, context, constraints, and examples. Iterating on a prompt instead of accepting the first answer. - Breaking large tasks into steps and giving the model the material it needs. ## Prompting and task execution questions All domains (8) Prompting and task execution (8) Prompting and task execution The prompt "write something about our product" produced a vague result. What improves it most? - Pasting the full product spec sheet and asking for a write-up that covers everything in it - Telling Claude the result was vague and asking it to try again with more concrete detail - Adding the audience, purpose, format, length, and an example of the tone you want - Asking Claude to write three versions so you can pick the one closest to what you had in mind Check answer ### Show answer Answer: Adding the audience, purpose, format, length, and an example of the tone you want. Context, constraints, and an example are what turn a vague ask into a usable draft. Pasting the spec sheet adds material but no purpose, so the result is a long version of the same vague piece; asking for concrete detail without saying which detail leaves Claude guessing. Prompting and task execution The first draft is close but not right. What is the efficient next step? - Start a fresh conversation and rewrite the prompt with the lessons from the first attempt - Edit the draft by hand, since explaining the changes takes longer than making them - Ask for ten alternative drafts and combine the best paragraphs from each yourself - Give specific feedback on what to change and iterate on the same draft Check answer ### Show answer Answer: Give specific feedback on what to change and iterate on the same draft. Iterating with specific feedback converges faster than restarting, because the draft already carries most of what you want. Rewriting the prompt from scratch throws that away, and hand-editing works once but teaches Claude nothing for the next draft. Prompting and task execution Which prompt is most likely to produce a usable customer apology email? - 'Draft a customer apology email. Use our standard tone. Include a credit. Do not make it too long.' - 'Write an apology to a customer for a late order. Keep it professional and make sure they feel heard.' - 'Write a 120-word apology to a customer whose order arrived a week late, warm but not groveling, offering a 15% credit; here is our tone guide.' - 'Write a sincere apology for a shipping delay from a customer service manager, with a goodwill gesture.' Check answer ### Show answer Answer: 'Write a 120-word apology to a customer whose order arrived a week late, warm but not groveling, offering a 15% credit; here is our tone guide.'. Specifics win: audience, length, tone, the exact offer, and a tone reference. The second option mentions tone and a credit but names neither, so Claude has to invent both; 'our standard tone' means nothing unless the guide is attached. Prompting and task execution You want three distinct options rather than three variations of one idea. What do you say? - 'Give me three options and make sure they are genuinely different from each other, not variations' - 'Give me three options that differ in approach, for example one conservative, one bold, one unconventional' - 'Give me three options. Be as creative as possible and avoid repeating yourself across them.' - 'Give me three options, then rank them by how creative each one is so I can see the range' Check answer ### Show answer Answer: 'Give me three options that differ in approach, for example one conservative, one bold, one unconventional'. Define the axis of difference. Saying 'genuinely different, not variations' states the goal but not what different means, so you often get the same idea in three tones; naming the spread (conservative, bold, unconventional) gives Claude something to differ on. Prompting and task execution Claude's draft uses jargon your audience will not understand. Best fix? - Tell it the audience and ask for plain language with an example of the level you want - Replace the jargon yourself before sending, since you know the audience best - Ask it to add a glossary at the end so readers can look up the terms they do not know - Ask for a shorter draft, since cutting length usually forces out the technical terms Check answer ### Show answer Answer: Tell it the audience and ask for plain language with an example of the level you want. Name the audience and show the level. A glossary keeps the jargon and pushes the work onto the reader, and replacing terms by hand fixes this draft without changing the next one. Prompting and task execution What is the value of giving Claude the raw material (notes, data, previous versions) with your request? - Grounded requests produce specific, accurate drafts instead of generic ones - It lets the model learn your company's style for future conversations - It shortens the conversation, since Claude can skip the clarifying questions - It lets Claude verify its own claims against your documents before answering Check answer ### Show answer Answer: Grounded requests produce specific, accurate drafts instead of generic ones. Material grounds the output. The verification framing overstates it: attached material makes the draft specific and accurate, but it does not make the model check itself, and you still verify the result. Prompting and task execution When a task is large, what approach works better? - Start with the hardest section so the remaining ones can follow its pattern - Break it into steps: outline first, then sections, reviewing between steps - Ask for the full deliverable twice and merge the stronger parts of each version - Write one detailed prompt that covers every section so the output is consistent Check answer ### Show answer Answer: Break it into steps: outline first, then sections, reviewing between steps. Stepwise work is easier to steer, because each review catches drift before it spreads. One giant prompt gives consistency in theory but a mistake in the framing shows up everywhere at once; starting with the hardest section is a sequencing choice, not a structure. Prompting and task execution Claude keeps adding a closing paragraph you do not want. What is the efficient instruction? - 'Rewrite this without the fluff at the end' - 'Keep it brief and skip anything that is not essential' - 'End after the final bullet; do not add a closing paragraph' - 'Match the length of the previous version exactly' Check answer ### Show answer Answer: 'End after the final bullet; do not add a closing paragraph'. State the exact boundary. 'Without the fluff at the end' points at the problem but leaves Claude to decide what counts as fluff, so the closing often comes back shorter rather than gone. ## Next - [Timed CCAO-F practice exam](https://youraidept.com/network/ccao-f-practice-exam): 60 questions in 120 minutes, scored against the 720 pass mark. - [All CCAO-F practice questions](https://youraidept.com/network/ccao-f-practice-questions) with a domain filter. - [The CCAO-F exam page](https://youraidept.com/network/ccao-f): format, weights, registration, study path. ### Other CCAO-F domains - [Output evaluation and validation (13 questions)](https://youraidept.com/network/ccao-f-practice-questions/output-evaluation-and-validation) - [Workflow integration and solution design (10 questions)](https://youraidept.com/network/ccao-f-practice-questions/workflow-integration-and-solution-design) - [Governance, risk, and responsible use (9 questions)](https://youraidept.com/network/ccao-f-practice-questions/governance-risk-and-responsible-use) - [Product and model selection (7 questions)](https://youraidept.com/network/ccao-f-practice-questions/product-and-model-selection) - [Configuration and knowledge management (7 questions)](https://youraidept.com/network/ccao-f-practice-questions/configuration-and-knowledge-management) - [Troubleshooting and optimization (6 questions)](https://youraidept.com/network/ccao-f-practice-questions/troubleshooting-and-optimization) ## FAQ ### How much of the CCAO-F exam is prompting and task execution? + 14% of the marks, per the published CCAO-F exam guide. The full domain list with weights is on the CCAO-F exam page. ### Are these real CCAO-F exam questions? + No. They are 8 original scenario questions written from the blueprint for this domain. Reproducing exam content would violate the candidate agreement. ### How should I study prompting and task execution for CCAO-F? + Read the domain notes on this page, answer the questions with explanations hidden, then take the timed CCAO-F practice exam and check the per-domain breakdown for this domain. ## Who wrote this ### [Matei Olaru](https://youraidept.com/about/matei-olaru) CEO, Your AI Department Former public-company CEO, corporate attorney, and World Bank consultant. Runs the YAID Network and the partner relationship with Anthropic. ### [Michael Greenberg](https://youraidept.com/about/michael-greenberg) AI Product Lead, Your AI Department AI at Google, Meta, and Samsung. Six patents. Leads member support and the certification prep guidance. Your AI Department is a registered Claude Partner Network company. Our members sit these exams under our partner standing. Facts on this page were last checked on October 15, 2026. ## Ready to sit CCAO-F for real? Registration needs a Claude Partner Network organization. [YAID Network](https://youraidept.com/network) members register under our partner standing. $149 per quarter, exam fee separate. [Apply to join YAID ↗](https://youraidept.com/network/apply?ref=drill)[How registration works →](https://youraidept.com/network/register-for-claude-certification)