CCAO-F · DOMAINS D1 + D2

CCAO-F domains 1 and 2: prompting and output evaluation

CCAO-F domains 1 and 2 are Prompting and Task Execution and Output Evaluation and Validation. Together they carry 35% of the Claude Certified Associate Foundations exam. D1 is worth 14% and D2 is worth 21%, which makes D2 the heaviest domain of the seven. Both are about getting good work out of Claude and checking it before it reaches anyone else.

  • CCAO-F
  • 60 questions
  • 120 minutes
  • 720 to pass
  • $99 USD

D1: Prompting and Task Execution, 14%

Prompting and Task Execution is the skill of writing clear requests for Claude and improving them. It covers business and technical tasks. It is worth 14% of the exam.

What the official description includes:

  • Writing effective prompts for business and technical tasks.
  • Breaking a complex request into smaller steps (task decomposition).
  • Rewriting a prompt to get better output.
  • Changing your approach to fit the task: analysis, research, drafting or brainstorming.

Key concept: task-type prompting strategies. A request for analysis reads differently from a request for brainstorming, and the exam expects you to know the difference.

D2: Output Evaluation and Validation, 21%

Output Evaluation and Validation is the skill of judging what Claude produces before you use it. It is the most heavily weighted domain, at 21% of the exam.

What the official description includes:

  • Checking output for accuracy and completeness.
  • Spotting hallucinations (made-up facts), inconsistencies and bias.
  • Fact-checking and validation techniques.
  • Deciding when a person must review the work or when more verification is needed.
  • Editing, adapting and formatting output for its audience, including artifacts, inline text and structured data.

Key concepts:

  • Evaluating output for accuracy and completeness.
  • Identifying and validating AI output errors.
  • Adapting outputs for the audience.
  • Choosing output formats: artifacts or inline.

Why these two sit together

D1 is what you do before Claude answers. D2 is what you do after. A strong prompt lowers the number of errors, and a strong check catches the ones that remain. Together they are 35% of the exam.

A quick reading guide

Domain Weight Ask yourself
D1 Prompting and Task Execution 14% Did I give Claude a clear task, in the right shape for that task type?
D2 Output Evaluation and Validation 21% Is this right, complete, fair and fit for this reader? Does a person need to check it?

Related pages

Practice these domains

Optional. This page and the planner are complete without it. Claude Architect Certification, run by the team behind this site, has a concept page for each topic above and warm-ups on each domain.

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