Anthropic Claude Certified Architect - Professional : CCAR-P

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Anthropic CCAR-P Exam Syllabus Topics:

Anthropic Claude Certified Architect - Professional Sample Questions:

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

2. You are selecting a pattern for a compliance Q & A assistant that must answer policy questions with citations to the authoritative internal source set. Latency, cost, and audit predictability are prioritized.
Which pattern is the best fit?

A) A pure agent loop with open web-browsing tools to surface the most current policy information, without constraining retrieval to the authoritative internal corpus.
B) Multi-agent orchestration with a planner, researcher, and writer agent for every query.
C) Augmented LLM with retrieval-augmented generation over the indexed authoritative corpus and citation rendering on each answer.
D) A static prompt with the entire policy corpus concatenated into every request.

3. A security team is evaluating two proposed controls. Control A adds an outbound tool allow-list with destination restrictions and per-call review. Control B scores responses against a stable adversarial evaluation set after each model-version change.
Which two risk categories are correctly matched to these controls? (Select two.)

A) Control A - data exfiltration via outbound tool calls
B) Control A - prompt injection from adversarial content in retrieved data
C) Control A - silent quality drift after a model-version upgrade
D) Control B - data exfiltration via outbound tool calls
E) Control B - silent quality drift after a model-version upgrade

4. A business sponsor has requested an AI solution to "improve customer experience." The sponsor cannot articulate which customer journey is failing, which metric reflects the failure, or which decisions the AI should support. The sponsor is asking you to begin design work next week.
Which delegation-competency action should you take first?

A) Propose a fixed scope that you commit to by default based on your own assumptions.
B) Begin prototyping a generic assistant against the broad request before the next deadline.
C) Recommend that the sponsor revise the request and resubmit it later for evaluation.
D) Facilitate a structured discovery to define the failing decision and the target metric.

5. You are rolling out monitoring for a Claude-based deployment and must complete the specification steps before instrumenting the deployment.
Which two steps must be completed BEFORE instrumenting the deployment to emit metrics and traces?
(Select two.)
Each correct answer presents part of the solution.

A) Define the service-level objectives (SLOs) and the error budgets the deployment will be held to.
B) Define the metrics and the slices the deployment will monitor across normal and adversarial traffic.
C) Tune the alert thresholds based on observed normal-state distributions to reduce false positives.
D) Document the dashboards, alerts, and runbooks for the on-call rotation that will respond.
E) Build the dashboards that surface metrics across slices at the cadence the team operates on.

Solutions: