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CCAO-F · Domain 7 of 7 · 3 lessons · about 57 min
Domain 7: Troubleshooting and Optimization
When Claude underperforms: diagnosing weak prompts and poor outputs, adjusting from feedback and results, and making workflows faster. 10% of CCAO-F.
This domain is 10% of CCAO-F, about 6 of the 60 questions. It pulls the earlier domains together: when a result is wrong, the cause is usually something from Domain 1, 3 or 5.
The vocabulary is ordinary. A root cause is the reason a problem happens, as opposed to the symptom you notice. Feedback is any signal about how the output did: a reviewer's comments, a number that moved, a complaint. Optimising a workflow means getting the same or better result with less time, effort or cost, for example by reusing a proven prompt instead of rewriting it each week.
The recurring test: fix the cause, not the symptom. If every draft needs the same manual correction, the prompt or the configuration is wrong, and editing each draft by hand leaves it wrong. If an answer is vague, a bigger model will not supply the context nobody gave it. The right answer finds where the problem enters (the brief, the source, the setup, the choice of feature or model) and changes that.
What the exam guide tests
The official CCAO-F guide lists 3 objectives for this domain. Exam questions are written against them, and so are the lessons: each row says where it is covered.
| # | Objective | Lesson |
|---|---|---|
| 7.1 | Identify, diagnose, and resolve issues with underperforming prompts or poor outputs | 7.1 |
| 7.2 | Adjust approach based on feedback and results | 7.2 |
| 7.3 | Optimize workflows for efficiency and effectiveness | 7.3 |
Lessons
- 7.1 Diagnosing poor outputs: from symptom to root causeHow to trace a poor Claude output to its root cause: read the symptom, find where the problem enters, change one thing at a time and retest the same case.19 min
- 7.2 Adjusting your approach from feedback and resultsHow to turn reviewer edits, complaints and results into the right change to a Claude workflow: find the pattern, agree what good means, test, close the loop.19 min
- 7.3 Optimising a Claude workflow: faster without losing qualityHow to make a recurring Claude workflow faster and better: measure a baseline, stop repeating setup, fit each step, and keep the checks that matter.19 min
Practice question
From the CCAO-F bank, tagged to this domain. Every answer option is explained. Nothing is stored, nothing to sign up for.
36 CCAO-F questions on this domain, free
The domain quiz in the question bank draws 10 random questions from the 36 tagged to Troubleshooting and Optimization, scores them and explains every option. Repeat it until the weak spots are gone, then sit the 60-question timed simulator.
Open the CCAO-F question bank → Start lesson 7.1 →
The question bank is free. It asks for an account only because the quiz engine has to store answers to score them and show which domains are weak. The questions on this page need nothing.