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Anthropic Claude Certified Architect - Professional : CCAR-P
- Exam Code: CCAR-P
- Exam Name: Claude Certified Architect - Professional
- Updated: Sep 14, 2026
- Q & A: 116 Questions and Answers
About Anthropic Claude Certified Architect - Professional : CCAR-P Exam
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Anthropic CCAR-P Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Evaluation, Testing & Optimization | 16% | - Evaluation metrics and datasets - A/B testing - Production monitoring and optimization - Evaluation framework design - System issue diagnosis - Cost and performance optimization |
| Developer Productivity & Operational Enablement | 7% | - Developer enablement - AI-assisted developer workflows - Claude tooling configuration for teams - Debugging and operational issue resolution |
| Solution Design & Architecture | 17% | - Architectural patterns
- Alignment with business value, cost, performance, and SLAs - Decomposition techniques for complex problem solving - Multi-agent systems and orchestration - End-to-end architecture design |
| Stakeholder Communication & Lifecycle Management | 14% | - Architecture documentation - Stakeholder management - Service-level agreements - Discovery and requirements gathering - Communicating architectural decisions - Solution lifecycle management |
| Governance, Safety & Risk Management | 14% | - Ethical AI considerations - Security and risk management - Regulatory and compliance requirements - Human-in-the-loop validation - AI safety and guardrails |
| Claude Models, Prompting & Context Engineering | 13% | - Context window optimization - System prompts and prompt templates - Claude model selection and trade-offs - Guardrails - Prompt reuse and context engineering strategies |
| Integration | 19% | - Enterprise system integration - Claude integration mechanisms
- RAG pipeline design
|
Anthropic Claude Certified Architect - Professional Sample Questions:
Question #1
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. Adversarial-input coverage in the evaluation set with regression tracking on guardrail performance.
- B. Centralized log retention for guardrail violations with quarterly review by the security team.
- C. User feedback channels that route reported guardrail failures into the product backlog for triage.
- D. Periodic refresh of the system prompt wording to keep refusal language current and clear.
- E. Per-role tool allow-lists enforced at the orchestration layer before any tool call executes.
Correct Answer: A,E 🗳️
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Question #2
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. 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.
- 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. 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.
- D. 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.
Correct Answer: B 🗳️
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Question #3
You are evaluating an evaluation set used to score a Claude-based hiring-support tool. The set is drawn from one geographic region and one tenure band.
Which response is most appropriate?
- A. Reduce the evaluation set further to a single demographic subgroup to simplify score interpretation, narrowing coverage rather than expanding it to match the intended user population.
- B. Discard all quantitative evaluation and replace it with qualitative impressions collected from a small, convenience-selected group that may not represent the tool's full user population.
- C. Expand the evaluation set to cover the geographic regions and tenure bands the tool will serve, and rescore the system on the expanded set before broader release.
- D. Continue using the narrow evaluation set drawn from one region and one tenure band because the existing benchmark scores are already high on that subset.
Correct Answer: C 🗳️
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Question #4
You are sequencing decomposed components in an invoice-processing pipeline.
For each of the decomposed components, select the execution layer it belongs to: "Pre-Processing," "Model Stage," or "Post-Processing."
Correct Answer:
Explanation:
Model Stage, Post-Processing, Post-Processing, Model Stage, Pre-Processing, Pre-Processing Pre-processing prepares source material before Claude receives it. Optical character recognition converts scanned invoice images into machine-readable text. Because PII redaction is explicitly performed before model invocation, it also belongs in pre-processing. Additional activities at this layer can include file validation, malware scanning, normalization, page separation, and metadata extraction.
The model stage contains tasks requiring Claude's language-understanding capability. Classifying the invoice type involves interpreting textual and contextual features, while extracting structured invoice fields requires mapping unstructured content into defined business attributes.
Post-processing verifies and commits the model's result. Schema validation confirms that required fields exist, data types are correct, enumerated values are permitted, and structural constraints are satisfied.
Persistence must occur only after validation and any required human review because the system of record should not receive malformed or unapproved model output.
This decomposition separates probabilistic inference from deterministic processing. OCR, redaction, validation, and persistence do not need to be delegated to Claude when conventional components can execute them more predictably. The resulting architecture reduces model workload, strengthens privacy controls, improves auditability, and prevents unvalidated output from directly changing authoritative records.
Study Guide references/topics: Task decomposition; pre-processing; model inference; post-processing; deterministic validation; privacy-by-design; system-of-record protection.
Question #5
You are selecting a model for a new production workload and must complete the upstream steps before testing candidate models empirically.
Which two steps must be completed BEFORE running a representative sample on a candidate model? (Select two.) Each correct answer presents part of the solution.
- A. Sign off the production rollout plan with the platform and security teams.
- B. Define the quality bar, latency tolerance, and expected volume for the workload.
- C. Select the lightest model that consistently meets the quality bar across the sample.
- D. Choose a candidate model based on the requirements profile and known capabilities.
- E. Retest the model choice when a new model version becomes available.
Correct Answer: B,D 🗳️
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