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Anthropic CCAR-P Exam Syllabus Topics:

SectionObjectives
Enterprise Integration and Production- Enterprise integration architecture and production readiness
- Cost, latency, reliability, and operational design
Evaluation and Optimization- Model and architecture optimization
- Evaluation design and acceptance criteria
Stakeholder Engagement and Solution Lifecycle- Solution lifecycle, handoff, adoption, and operational enablement
- Stakeholder discovery and architectural trade-off communication
Solution Design- Claude platform and solution architecture
- Model, architecture, context, and deployment strategy selection
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 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. A larger sample is needed before any meaningful fairness claim can be made about the model.
  • C. The 94 percent match rate is sufficient evidence of fairness for the assistant's decisions.
  • D. Match with human underwriters does not establish freedom from underwriter-introduced bias.
  • E. The fairness team's review process likely missed at least some of the protected groups studied.
Reveal Solution  Discussion  0

Correct Answer: A,D  🗳️

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A customer support team has proposed delegating customer refund decisions to a Claude-driven workflow with no human review for refunds under 50 USD. The team's reasoning is that small refunds are low-risk and human review would erase the efficiency gain.
Which Delegation-competency principle should guide your response?

  • A. Delegation should be avoided entirely wherever financial transactions occur in the workflow.
  • B. Delegation scope should reflect the type of risk involved, not the transaction size alone.
  • C. Delegation should always include human review on every decision the workflow produces.
  • D. Delegation scope should be set primarily by maximizing efficiency gains across the workflow.
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

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An engineering organization is adopting Claude Code across 200 developers. A team lead proposes that AI- generated pull requests bypass standard code review for changes under 50 lines because small changes are considered low risk and review capacity is constrained.
Which two Diligence-competency objections should you raise? (Select two.) Each correct answer presents part of the solution.

  • A. AI-generated pull requests should be rejected by default across the organization.
  • B. The threshold should be increased to 200 lines to capture more changes.
  • C. Code-review capacity should be expanded to handle every code change submitted across the team.
  • D. Removing review eliminates the verification mechanism required for AI-generated output across the workflow.
  • E. Line count is a poor proxy for the actual risk introduced by a code change.
Reveal Solution  Discussion  0

Correct Answer: D,E  🗳️

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You are evaluating model-selection claims used by a peer team.
For each statement, select yes if the statement is generally true. Otherwise, select no.

Reveal Solution  Discussion  0

Correct Answer:


Explanation:
Yes, Yes, No, Yes, No
More capable reasoning configurations generally require greater computation, produce higher latency, and may consume larger token or rate-limit allocations than lighter alternatives. This makes the first statement generally accurate, although actual performance must be measured under the organization's specific provider and service tier.
Representative workload testing is essential because generic benchmark rankings do not establish performance on the organization's prompts, data, edge cases, tools, or required output format. Anthropic recommends benchmark tests specific to the use case, using actual prompts and data, followed by comparison of accuracy, quality, edge-case behavior, and cost. Choosing the Right Model The strongest model is not automatically the correct production choice. Model selection must balance capability, speed, cost, throughput, and operational constraints. Tiered routing implements this principle by serving predictable requests with an efficient model and escalating difficult cases to a more capable model.
Anthropic documents multi-model strategies in which lower-cost workers handle most traffic while harder decisions are escalated.
Recency is also not a valid selection criterion. A newly announced model must pass the workload's existing evaluation, security, latency, and cost gates before replacing a validated production model.
Study Guide references/topics: Model trade-offs; representative evaluations; tiered routing; escalation architectures; cost-capability optimization; model migration validation.

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 must also be callable from a developer's command-line interface.
  • B. The capability needs to query a live database for the most recent regulatory filings.
  • C. The capability is procedural knowledge with no live external-system calls required.
  • D. The capability requires direct authentication against the corporate identity provider.
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

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