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Anthropic CCAR-P Exam Questions : Claude Certified Architect - Professional
- Exam Code: CCAR-P
- Exam Name: Claude Certified Architect - Professional
- Updated: Oct 16, 2026
- Q&As: 130 Questions and Answers
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Anthropic CCAR-P Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Evaluation and Optimization | - Evaluation design and acceptance criteria - Model and architecture optimization |
| Enterprise Integration and Production | - Enterprise integration architecture and production readiness - Cost, latency, reliability, and operational design |
| Stakeholder Engagement and Solution Lifecycle | - Stakeholder discovery and architectural trade-off communication - Solution lifecycle, handoff, adoption, and operational enablement |
| Governance, Safety, and Risk | - Security, compliance, risk management, and governance - Safety controls and fail-closed system design |
| Solution Design | - Model, architecture, context, and deployment strategy selection - Claude platform and solution architecture |
Anthropic Claude Certified Architect - Professional Sample Questions:
Question #1
A Claude architect is leading the discovery phase for a new AI-powered customer service solution.
Which two activities are characteristic of structured discovery and requirement gathering for a Claude-based deployment? (Select two.)
- A. Selecting the Claude model tier based on the architect's prior project experience before stakeholder input is collected.
- B. Generating an initial prototype and iterating based on user reaction rather than written requirements.
- C. Deferring constraint documentation until the integration design phase to avoid scope creep.
- D. Facilitating stakeholder workshops to surface latency, accuracy, and compliance constraints before scoping begins.
- E. Documenting explicit success criteria and failure thresholds that will gate production deployment.
Correct Answer: D,E 🗳️
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Question #2
You are selecting a protocol for a single low-latency stateless tool call from a Claude-based assistant to an internal pricing service that already exposes a stable HTTP API.
Which integration mechanism is the most appropriate?
- A. An agent-to-agent handoff that introduces another Claude-based agent in front of the pricing service.
- B. A bespoke streaming protocol layered over an unrelated asynchronous message bus.
- C. A long-lived stateful session protocol for a stateless single-call interaction.
- D. A direct API call to the existing endpoint with the appropriate scoped credentials.
Correct Answer: D 🗳️
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Question #3
An architect is reviewing a Claude-based candidate-screening tool prior to deployment. A stakeholder asserts that because the model was not trained on company data, no bias evaluation is necessary.
Which two responses most accurately challenge this assertion? (Select two.)
- A. Transparency obligations are satisfied by disclosing that an AI system is in use, without further evaluation.
- B. The system should be evaluated on outcome-disparity metrics across protected groups before deployment.
- C. Fairness testing is required only when the training dataset is known to contain protected-class labels.
- D. Bias evaluation is unnecessary when the model provider has published a responsible-use policy.
- E. The model may carry demographic biases from pretraining that manifest in screening outcomes regardless of fine-tuning.
Correct Answer: B,E 🗳️
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Question #4
A Claude architect at a health services organization is defining evaluation metrics for a clinical-summary pipeline. The pipeline must remain within a per-query cost ceiling and must never surface patient data to unauthorized roles.
Which two metrics directly address these requirements? (Select two.)
- A. Response latency at the 95th percentile across a one-week sample window
- B. Role-based access-control enforcement rate measured on a red-team dataset
- C. BLEU score computed against a human-annotated reference summary set
- D. Throughput measured as successful requests processed per minute
- E. Per-query token cost measured against the defined cost ceiling
Correct Answer: B,E 🗳️
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Question #5
You are integrating AI-assisted tooling into the team's documentation workflow. The team wants generated documentation that stays grounded in the actual code.
Which integration approach best fits this requirement?
- A. Generate documentation from the model's training-data recall without reading any of the actual repository code, accepting that the output will not reflect the current implementation.
- B. Configure subagents that read the relevant code files via filesystem and code-search tools, generate the documentation, and emit changes through the team's normal review workflow.
- C. Disable all filesystem and code-search tools so the subagents cannot read any repository code, accepting that documentation generation will be entirely disconnected from the actual implementation.
- D. Have the subagents publish generated documentation directly to the public-facing site without passing through the team's normal review workflow or any human approval step.
Correct Answer: B 🗳️
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