Anthropic : CCAR-P Questions & Answers
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Anthropic CCAR-P Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Topic 1: Stakeholder Engagement and Solution Lifecycle | - Stakeholder discovery and architectural trade-off communication - Solution lifecycle, handoff, adoption, and operational enablement |
| Topic 2: Solution Design | - Model, architecture, context, and deployment strategy selection - Claude platform and solution architecture |
| Topic 3: Enterprise Integration and Production | - Cost, latency, reliability, and operational design - Enterprise integration architecture and production readiness |
| Topic 4: Evaluation and Optimization | - Evaluation design and acceptance criteria - Model and architecture optimization |
| Topic 5: Governance, Safety, and Risk | - Safety controls and fail-closed system design - Security, compliance, risk management, and governance |
Anthropic Claude Certified Architect - Professional Sample Questions:
A healthcare organization is evaluating two Claude-powered AI architectures for a clinical documentation assistant. Architecture X produces higher output quality scores but costs $0.18 per documentation session and averages 4.2 seconds per response. Architecture Y scores slightly lower on quality metrics but costs $0.09 per session and averages 2.1 seconds per response. The stated SLA requires responses under 3 seconds, and the annual volume is projected at 2 million documentation sessions.
Which evaluation approach correctly applies business value pillar analysis to this decision?
- A. Recommend a hybrid approach using Architecture X for complex cases and Architecture Y for routine cases, without additional analysis, since this preserves quality where it matters most.
- B. Select Architecture Y based solely on the 50% cost reduction, since solution cost is the most important value pillar in healthcare budget-constrained environments.
- C. Select Architecture X because the higher quality scores justify the cost premium, and any SLA gap can be addressed through infrastructure optimization after deployment.
- D. Eliminate Architecture X on SLA grounds, then evaluate Architecture Y against the efficiency and solution cost pillars by calculating annual cost difference and assessing whether the quality delta materially impacts clinical workflow productivity.
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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. A larger sample is needed before any meaningful fairness claim can be made about the model.
- B. The fairness team's review process likely missed at least some of the protected groups studied.
- C. Match with human underwriters does not establish freedom from underwriter-introduced bias.
- D. The 94 percent match rate is sufficient evidence of fairness for the assistant's decisions.
- E. Approval rate parity does not by itself assess error rate parity across protected groups.
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You are a solution architect designing a Claude-based assistant with access to 60 internal tools across multiple business domains. Loading every tool definition on every request increases token usage and time to first response.
Which design pattern best addresses this issue without sacrificing capability breadth?
- A. Apply progressive tool discovery so a curated initial subset is exposed and additional tools are loaded on demand based on the task.
- B. Increase the maximum context length and load all 60 tool definitions on every request, accepting the higher token cost and latency as necessary for full capability.
- C. Hard-code a fixed set of five tools per request to reduce token usage, regardless of whether those tools are relevant to the current task.
- D. Use a separate model call to summarize all 60 tool definitions before each user turn.
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You are compiling a diagnostic toolkit for Claude Code operational issues.
Which two diagnostic actions belong in the toolkit? (Select two.)
Each correct answer presents a complete solution.
- A. Roll back to the previous Claude Code version immediately to confirm whether the issue is version specific.
- B. Increase the model sampling temperature so that intermittent issues surface more frequently for analysis.
- C. List the configured Model Context Protocol (MCP) servers and inspect server status to identify connection failures.
- D. Reproduce the issue with a minimal reproduction case that isolates one variable at a time.
- E. File a support ticket with vendor support before any local reproduction or evidence collection.
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You are integrating Claude Code into a team workflow and must complete the design and configuration steps before piloting the integrated workflow with a small group.
Which two steps must be completed BEFORE piloting the integrated workflow? (Select two.) Each correct answer presents part of the solution.
- A. Negotiate the workflow change with affected teams and obtain formal sign-off from each manager.
- B. Identify the workflow steps where AI-assisted tooling adds value and where human authority must remain.
- C. Configure the project-scope MCP servers, permissions, subagents, and persistent project context.
- D. Document the integrated workflow with handoff criteria, permission boundaries, and on-call runbooks.
- E. Iterate the integrated workflow based on pilot findings before broader rollout to the team.
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