CCAR-P Exam Questions & Answers

A transit authority receives accessibility complaints with photos, free-text descriptions, and maintenance notes. Case officers spend most of their time assembling the evidence chronology. Formal findings must be signed by an officer, and missing evidence must remain visible. Which initial Claude capability best addresses the bottleneck? Select one answer.

A grant-intake pipeline extracts applicant facts, calculates eligibility in a rules service, and records a decision. Eligibility rules can change while a job is running. An audit found records containing facts from one job and a rule result from another. Which architecture change most directly makes each recorded decision reconstructable? Select one answer.

A manufacturer converts warranty claims into acknowledgement notices. The approved sequence is extract product details, check warranty dates in code, select an approved notice template, and save the notice. Missing serial numbers enter a correction queue. The team requires repeatable execution paths and predictable per-claim processing. Which pattern best fits? Select one answer.

A multilingual correspondence service has a required accuracy floor for each supported language and a p95 latency ceiling. Candidate H meets both limits in all languages. Candidate S has a higher aggregate score, but misses the latency ceiling; candidate O improves English and fails the required French floor. H also has the lowest measured cost. Which model decision is justified by these results? Select one answer.

A benefits assistant must report only policy-supported entitlements. Its system prompt also instructs it to give a definite answer even when a policy does not address the case. Reviewers find invented entitlements on uncovered cases, although the supplied passages are correct. Which prompt revision should the architect make first? Select one answer.

A warehouse assistant gained tools from scheduling, inventory, and transport teams. Failed tasks alternate between two tools called reserve_stock: one creates a provisional hold and the other commits an order. Trace review shows each task already reaches the correct business domain; failures occur when choosing the reservation operation. The architect must restore reliable task completion without adding another model call. Which catalog change best addresses the evidence? Select one answer.

A Claude support assistant retrieves account reports through a service that checks the customer's identity before database access. To reduce latency, a shared response cache is keyed only by report type and reporting month. A second customer receives the first customer's report without a database call. Which change closes the authorization gap while preserving a cache for permitted reuse? Select one answer.

A logistics assistant must combine carrier availability and warehouse stock before recommending a dispatch plan. The two read-only services accept the same request identifier and do not depend on each other's outputs. Traces show these calls dominate latency; recommendations using both results meet the quality bar. Which configuration change should the architect evaluate first? Select one answer.

An invoice service passes schema validation on 99% of responses, yet finance reviewers correct supplier identities and payment amounts. The business goal is fewer manual corrections, with a two-second p95 response target. Which acceptance measure best establishes whether a proposed Claude configuration meets that goal? Select one answer.

A claims assistant performs well on a test set written by the development team. Operations reports that short multilingual submissions and scanned attachments are common, but neither appears in that set. The assistant must extract claim fields accurately and explain unresolved evidence to reviewers. Which evaluation redesign best supports a production decision? Select one answer.

A logistics assistant reads customer emails and can update delivery addresses. A test email includes an instruction to export the customer directory to an external URL. Content screening catches most attacks, but one bypass succeeds. The directory tool is necessary for address verification. Which additional control most directly contains this demonstrated failure? Select one answer.

A credit-dispute classifier processes more cases than analysts can review. Incorrect routine labels delay correspondence; incorrect adverse-action labels can affect a customer's rights. The team has a validation set linking uncertainty signals to actual errors, including confident mistakes. Which two elements should the review policy include? Select two answers.

A records department asks for a Claude assistant to reduce backlog. Interviews reveal that routine requests need document summaries, while disputed requests require identity verification and supervisor release. The sponsor offers average handling time as the sole success measure. Which two additions are most important before architecture selection? Select two answers.

An insurer can launch a draft-only claims assistant next month using an approved endpoint. Automated settlement would require another authorization service and a longer delivery schedule. Finance prefers immediate settlement savings; compliance permits drafting but has not approved automated commitments. What should the architect present to the steering group? Select one answer.

A platform team wants every developer using Claude Code on a billing repository to follow the same migration conventions and test commands. Individual developers use different sandbox credentials. Sessions currently rely on manually pasted onboarding prompts. Which configuration best meets the shared guidance requirement? Select one answer.