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Anthropic CCAR-P Exam Syllabus Topics:

Anthropic Claude Certified Architect - Professional Sample Questions:

1. You are defining an SLA for a Claude-based assistant.
Which SLA definition is most operationally meaningful?

A) A measurable target with a defined metric, threshold, evaluation window, and consequence for breach- for example, "p95 per-request latency under 800 ms over a 28-day window."
B) A target that names the metric and threshold but omits the evaluation window and breach consequence, leaving compliance periods and remediation triggers undefined.
C) A target tied to a stakeholder sentiment measure such as "the team feels satisfied," which cannot be measured objectively or used to trigger a documented breach response.
D) A qualitative commitment such as "the system will be fast and reliable," which names no metric, threshold, or evaluation window.

2. You are listing characteristics of robust guardrail design for an enterprise deployment.
Which two characteristics belong on the list? (Select two.)
Each correct answer presents a complete solution.

A) User feedback channels that route reported guardrail failures into the product backlog for triage.
B) Per-role tool allow-lists enforced at the orchestration layer before any tool call executes.
C) Centralized log retention for guardrail violations with quarterly review by the security team.
D) Periodic refresh of the system prompt wording to keep refusal language current and clear.
E) Adversarial-input coverage in the evaluation set with regression tracking on guardrail performance.

3. The compliance team at a firm has approved a Claude Skill that generates client-facing investment summaries. The Skill includes the firm's required disclaimers and prohibited-language list. A product manager has asked whether additional guardrails are needed at the application layer or whether the Skill alone is sufficient.
Which two guardrail responsibilities should remain at the application layer rather than the Skill? (Select two.) Each correct answer presents part of the solution.

A) Verify the requesting user is authorized to generate investment summaries at all.
B) Apply the prohibited-language list that the compliance team maintains and updates.
C) Log every generated summary to the firm's compliance audit trail for retention.
D) Format output sections according to the firm's standardized house style guidelines.
E) Apply the disclaimer template that the compliance team has standardized firm-wide.

4. A loan pre-qualification assistant shows 94 percent approval recommendations that match the human underwriter decision. The fairness team has reviewed approval rate parity across protected groups and reported no significant difference. A board member has asked whether this evidence is sufficient to declare the assistant fair.
Which two Discernment-competency findings should you report? (Select two.) Each correct answer presents part of the solution.

A) Approval rate parity does not by itself assess error rate parity across protected groups.
B) The 94 percent match rate is sufficient evidence of fairness for the assistant's decisions.
C) The fairness team's review process likely missed at least some of the protected groups studied.
D) A larger sample is needed before any meaningful fairness claim can be made about the model.
E) Match with human underwriters does not establish freedom from underwriter-introduced bias.

5. A technical team is debating whether to implement a new capability for generating regulatory filings from internal data as a Claude Skill or as an MCP server. The capability requires a fixed authoring procedure with embedded examples, does not need to call live external systems, and must be portable across three Claude deployments: claude.ai, an internal API integration, and Claude Code.
Which factor most strongly favors implementing the capability as a Skill?

A) The capability needs to query a live database for the most recent regulatory filings.
B) The capability is procedural knowledge with no live external-system calls required.
C) The capability must also be callable from a developer's command-line interface.
D) The capability requires direct authentication against the corporate identity provider.

Solutions: