CCAO-F Safety and Responsible Use Practice Question
A product team is designing a feature where Claude will draft personalized outreach emails to prospective customers on behalf of sales representatives. Before launch, the legal team asks the developers to ensure the feature aligns with Anthropic's Usage Policies. Which implementation choice best satisfies this requirement while keeping the feature useful?
⚠ Common exam trap
The trap here is assuming that a system prompt alone is enough to guarantee truthful outputs, when real-world compliance usually requires an accountable human in the loop.
Answer choices
Why each option matters
Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.
Correct answer & explanation
✓
Allow Claude to generate the emails but require a human sales representative to review and approve each message before it is sent.
Human review before sending provides accountability and prevents unreviewed automated outreach that could mislead prospects. It preserves the feature's usefulness while addressing the policy concern about deceptive or unverified communications. The other options either hide disclosures, eliminate the feature, or rely solely on the model, none of which robustly satisfy the legal team's requirement.
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
- ✓
Allow Claude to generate the emails but require a human sales representative to review and approve each message before it is sent.
Why this is correct
Human review before sending maintains an accountable person for potentially deceptive or misleading outreach, aligning with responsible use expectations. It preserves the productivity benefit while preventing unreviewed automated claims about products or pricing from reaching prospects. This balances capability with oversight, which is the standard the policy language expects for high-stakes or reputation-affecting communications.
- ✗
Add a system prompt instructing Claude to never make false claims, and rely on the model to enforce this during generation.
Why it's wrong here
While system prompts can guide behavior, relying solely on the model to enforce truthfulness is not a reliable safeguard for policy compliance. Models can still produce plausible but incorrect statements, and there is no verification step. The scenario requires a concrete implementation choice that satisfies legal review, and prompt-only mitigation does not provide sufficient assurance.
- ✗
Configure Claude to include a hidden disclosure in the email headers stating that the message was generated by an AI system.
Why it's wrong here
Hiding an AI disclosure in headers is ineffective because recipients rarely inspect headers and the disclosure is not meaningfully transparent. Responsible use favors clear, visible context when deception could occur. This approach also does not address the core risk of untrue claims in the email body, so it fails to meet the legal team's requirement.
- ✗
Restrict the feature to internal drafts only, preventing any email from being sent to external prospects.
Why it's wrong here
Limiting the feature to internal drafts is overly restrictive and does not satisfy the stated goal of drafting outreach emails to prospective customers. It avoids the risk by removing the capability entirely, which is not a proportionate implementation choice. The scenario asks for a solution that keeps the feature useful while aligning with policy, so total removal is not the best fit.
About these practice questions
This CCAO-F question is part of Courseiva's 259-question bank — original exam-style content with full explanations and wrong-answer analysis, never real exam questions or exam dumps. Learn why practice questions differ from exam dumps →
JA
Written and reviewed by Johnson Ajibi, MSc IT Security
Senior Network & Security Engineer · founder of Courseiva
Last reviewed September 2026 · checked against the official Anthropic exam blueprint
This CCAO-F practice question is part of Courseiva's free Anthropic certification practice question bank. Courseiva provides original exam-style practice questions with explanations, topic-based practice, mock exams, readiness tracking, and study analytics to help learners prepare for the CCAO-F exam.