Anthropic CCAR-P

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Anthropic CCAR-P Exam Syllabus Topics:

Anthropic Claude Certified Architect - Professional Sample Questions:

Question #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. Truncate the policy preamble to remove non-essential clauses from the prompt.
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. Switch the workload to a smaller, faster Claude model tier across all queries.
E. Reduce the number of historical sales chunks retrieved across each query run.

Question #2
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. Centralized log retention for guardrail violations with quarterly review by the security team.
B. User feedback channels that route reported guardrail failures into the product backlog for triage.
C. Per-role tool allow-lists enforced at the orchestration layer before any tool call executes.
D. Periodic refresh of the system prompt wording to keep refusal language current and clear.
E. Adversarial-input coverage in the evaluation set with regression tracking on guardrail performance.

Question #3
A solutions architect is analyzing stakeholder feedback collected after the first quarter of a Claude-powered procurement automation deployment. The feedback includes four statements: (1) "Our procurement team is processing 3x more purchase orders per analyst per day." (2) "We have eliminated the manual data entry role entirely and redeployed those staff to vendor relationship management." (3) "The API integration costs are running 40% over the projected per-transaction budget." (4) "Response latency during end-of-month batch runs is averaging 11 seconds, against our committed 5-second SLA." Which of the following correctly identifies the primary business value pillar each stakeholder statement represents?

A. Statement 1: Productivity; Statement 2: Efficiency; Statement 3: Solution Cost; Statement 4:
Performance SLA
B. Statement 1: Efficiency; Statement 2: Productivity; Statement 3: Performance SLA; Statement 4:
Solution Cost
C. Statement 1: Efficiency; Statement 2: Transformation; Statement 3: Solution Cost; Statement 4:
Performance SLA
D. Statement 1: Transformation; Statement 2: Productivity; Statement 3: Solution Cost; Statement 4:
Efficiency

Question #4
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 - silent quality drift after a model-version upgrade
B. Control B - data exfiltration via outbound tool calls
C. Control A - prompt injection from adversarial content in retrieved data
D. Control B - silent quality drift after a model-version upgrade
E. Control A - data exfiltration via outbound tool calls

Question #5
You are assessing a Claude-based system whose dominant risk is silent quality drift on safety-relevant outputs after a model-version upgrade.
Which assessment activity most directly addresses this risk?

A. Maintain an adversarial evaluation set with version-attributed scoring so each upgrade is measured against the same set before promotion.
B. Rotate adversarial inputs randomly so no two upgrades are scored on the same set.
C. Disable adversarial evaluation entirely during model-version upgrade cycles to reduce evaluation cost, accepting that safety drift will go undetected until it appears in production.
D. Skip evaluation on each model-version upgrade and rely on user-submitted complaints to surface safety drift after the upgraded model has already served production traffic.

Solutions: