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Anthropic CCAR-P real answers - Claude Certified Architect - Professional

CCAR-P
  • Exam Code: CCAR-P
  • Exam Name: Claude Certified Architect - Professional
  • Updated: Aug 21, 2026
  • Q & A: 116 Questions and Answers
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Anthropic CCAR-P Exam Syllabus Topics:

SectionWeightObjectives
Solution Design & Architecture17%- Alignment with business value, cost, performance, and SLAs
- Decomposition techniques for complex problem solving
- End-to-end architecture design
- Multi-agent systems and orchestration
- Architectural patterns
  • 1. Augmented LLM architectures
    • 2. Agentic architectures
      • 3. Workflow architectures
        - Translating business problems into Claude-based AI solutions
        Stakeholder Communication & Lifecycle Management14%- Stakeholder management
        - Service-level agreements
        - Communicating architectural decisions
        - Discovery and requirements gathering
        - Solution lifecycle management
        - Architecture documentation
        Developer Productivity & Operational Enablement7%- Developer enablement
        - Debugging and operational issue resolution
        - AI-assisted developer workflows
        - Claude tooling configuration for teams
        Governance, Safety & Risk Management14%- Regulatory and compliance requirements
        - AI safety and guardrails
        - Human-in-the-loop validation
        - Ethical AI considerations
        - Security and risk management
        Claude Models, Prompting & Context Engineering13%- Prompt reuse and context engineering strategies
        - Context window optimization
        - System prompts and prompt templates
        - Guardrails
        - Claude model selection and trade-offs
        Evaluation, Testing & Optimization16%- Evaluation metrics and datasets
        - Evaluation framework design
        - Cost and performance optimization
        - A/B testing
        - System issue diagnosis
        - Production monitoring and optimization
        Integration19%- Authentication and authorization analysis
        - Enterprise system integration
        - Claude integration mechanisms
        • 1. API and CLI
          • 2. MCP
            • 3. Agent-to-agent integration
              - RAG pipeline design
              • 1. Indexing
                • 2. Retrieval
                  • 3. Chunking

                    Anthropic Claude Certified Architect - Professional Sample Questions:

                    1. A platform team operates a self-hosted multi-agent system on Kubernetes that orchestrates seven specialized agents for invoice processing. The team spends approximately 40 percent of engineering capacity on infrastructure maintenance, message bus reliability, and agent state recovery. The CFO has asked you to evaluate moving to managed agent infrastructure to reclaim engineering capacity. The security officer requires that all customer financial data remain within an approved network boundary.
                    Which factor should most heavily influence your recommendation?

                    A) Whether the current seven agents map cleanly to the patterns supported by managed agents.
                    B) Whether managed agents reduce per-invoice token costs across the existing processing volume.
                    C) Whether managed agent data handling satisfies the network boundary required by security.
                    D) Whether managed agents support the current bus topology used by the platform team.


                    2. 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) Select the lightest model that consistently meets the quality bar across the sample.
                    C) Define the quality bar, latency tolerance, and expected volume for the workload.
                    D) Retest the model choice when a new model version becomes available.
                    E) Choose a candidate model based on the requirements profile and known capabilities.


                    3. 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) Throughput measured as successful requests processed per minute
                    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) Per-query token cost measured against the defined cost ceiling
                    E) Response latency at the 95th percentile across a one-week sample window


                    4. An architect is reviewing a set of architecture documentation packages before handing off a Claude-based pipeline to an implementation team.
                    Which two characteristics indicate that a documentation package is sufficient to support implementation without ongoing architect involvement? (Select two.)

                    A) The document includes the architect's contact information for questions arising during implementation.
                    B) The document specifies integration contracts, configuration schemas, and expected input/output shapes for each component.
                    C) The document includes a decision log that records the rationale for key architectural choices and the alternatives rejected.
                    D) The document lists all Claude models that were evaluated but does not specify which was selected or why.
                    E) The document provides a high-level narrative description of the business problem without component- level detail.


                    5. The compliance team has authored a regulatory disclosure procedure that must be applied identically across customer service, sales, and onboarding workflows. The procedure changes when regulators issue updates, currently four to six times per year. You are designing how the procedure will be packaged for use by Claude across all three workflows.
                    Which two design decisions should you include? (Select two.)
                    Each correct answer presents part of the solution.

                    A) Package the procedure as a Claude Skill owned directly by the compliance team.
                    B) Have each workflow team rewrite the procedure for its own context.
                    C) Embed the procedure text into each workflow's system prompt at integration time.
                    D) Store the procedure in a shared retrieval corpus accessed by all three workflows.
                    E) Reference the same Claude Skill from all three workflow integrations.


                    Solutions:

                    Question # 1
                    Answer: C
                    Question # 2
                    Answer: C,E
                    Question # 3
                    Answer: B,D
                    Question # 4
                    Answer: B,C
                    Question # 5
                    Answer: A,E

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