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Anthropic CCAR-P Exam Syllabus Topics:

Anthropic Claude Certified Architect - Professional Sample Questions:

1. You are compiling factors that should drive the choice between Model Context Protocol (MCP), direct API integration, and agent-to-agent handoff.
Which two factors belong on the list? (Select two.)
Each correct answer presents a complete solution.

A) Whether the underlying transport supports encryption in transit between the integrated services.
B) Whether the integration must be portable across multiple AI clients in the ecosystem.
C) Whether the vendor publishes detailed reference documentation for each candidate protocol.
D) Whether the team has prior implementation experience with any of the candidate protocols.
E) Whether the interaction is stateless and latency-sensitive or stateful and longer-running.

2. A revenue projection assistant has missed its monthly cost target by 38 percent. Profiling shows three contributors: a 6,000-token policy preamble repeated on every call (45 percent of cost), retrieval of historical sales chunks averaging 3,000 tokens per call (30 percent), and inference on a flagship-tier model (25 percent).
Stakeholders require that projection accuracy remain unchanged.
Which two optimizations should you sequence first to reduce cost without affecting accuracy? (Select two.) Each correct answer presents part of the solution.

A) Reduce the number of historical sales chunks retrieved across each query run.
B) Enable prompt caching on the static policy preamble across the recurring calls.
C) Truncate the policy preamble to remove non-essential clauses from the prompt.
D) Switch the workload to a smaller, faster Claude model tier across all queries.
E) Cache common retrieved sales chunks accessed across many of the daily queries.

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) BLEU score computed against a human-annotated reference summary set
C) Response latency at the 95th percentile across a one-week sample window
D) Role-based access-control enforcement rate measured on a red-team dataset
E) Per-query token cost measured against the defined cost ceiling

4. You are identifying the highest-impact optimization for a deployment whose token cost is dominated by a long, repeated system prompt and a large retrieved context per request.
Which optimization most directly targets the dominant cost driver?

A) Move the long, repeated system prompt into a cacheable prefix and trim retrieved context to the spans relevant to each query.
B) Increase retrieval depth on every request to maximize recall, worsening the dominant cost driver by adding more retrieved tokens per request rather than reducing them.
C) Switch every request to the heaviest available model to maximize output quality, accepting that higher per-request inference cost compounds rather than addresses the dominant cost driver.
D) Add additional repeated content to the system prompt to give the model more guidance.

5. A Claude architect is designing a HIPAA-compliant pipeline that processes patient records.
Which two design decisions directly support HIPAA compliance requirements? (Select two.)

A) Enforcing role-based access controls so that PHI is retrievable only by authorized personnel.
B) Using streaming responses to reduce perceived latency for clinical users.
C) Selecting the highest-capability Claude model to maximize diagnostic accuracy.
D) Setting max_tokens to a low value to minimize the volume of text generated per request.
E) Ensuring patient data is never included in training feedback loops sent to the model provider without a BAA in place.

Solutions: