CCAR-P Practice Question: Stakeholder Communication and Lifecycle Management
Exhibit
{"model": "claude-3-5-sonnet-20240620", "max_tokens": 1024, "messages": [{"role": "user", "content": "Summarize this confidential financial report..."}], "system": "You are a helpful assistant."}Refer to the exhibit. An audit team identifies that the system message lacks specific data handling instructions for sensitive reports. As the architect, what is the best approach to communicate this to the development team?
⚠ Common exam trap
Test-takers might assume the architect should rewrite the code directly, missing the collaborative and communicative responsibility required to guide development teams on system security configurations.
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
✓
Schedule a review meeting to explain the requirement for a system message that enforces data classification.
Addressing the system prompt configuration is a critical technical governance task. By clearly articulating the need for a system-level guardrail, the architect ensures that the development team understands the security implications. This communication approach promotes a culture of security-first development, ensuring that all API interactions are constrained by necessary policy directives before they reach production environments, thereby preventing inadvertent data leakage through improper model interaction.
Answer analysis
Option-by-option breakdown
For each option: why learners choose it and why it is or isn't the right answer here.
- ✗
Directly update the production configuration files without consulting the developers to expedite the fix.
Why it's wrong here
Bypassing the development team undermines change management processes and risks introducing unintended side effects into the production system. Collaborative updates are essential for maintaining visibility, ensuring that the development team is aware of the change and can conduct necessary testing to confirm the fix works as intended.
- ✓
Schedule a review meeting to explain the requirement for a system message that enforces data classification.
Why this is correct
A review meeting facilitates shared understanding of the security risk and the proposed technical solution. This collaborative approach allows developers to ask questions and ensures the guardrails are integrated correctly into the application code, which is vital for maintaining consistent policy enforcement across the entire AI service lifecycle.
- ✗
Send an email suggesting that they use a different model that has built-in data filtering.
Why it's wrong here
Suggesting a model swap is an inadequate solution that avoids the core issue of improper configuration. The architectural responsibility is to fix the current implementation through robust system instructions, not to deflect the problem by proposing an unverified alternative that may not meet the project's specific business requirements.
- ✗
Ignore the finding since the model is generally helpful and unlikely to leak information.
Why it's wrong here
Ignoring audit findings is a major breach of professional duty and organizational security policy. Every identified vulnerability must be addressed through a formal process to ensure compliance and risk mitigation. Dismissing such findings exposes the organization to significant operational risk and potential regulatory penalties for failing to protect sensitive data.
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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
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