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Exam Code: CCA-F

Exam Name: Claude Certified Architect - Foundations

Certification Provider: Anthropic

Questions & Answers

Anthropic CCA-F Questions & Answers

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Questions & Answers

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"Claude Certified Architect - Foundations Exam", also known as CCA-F exam, is a Anthropic certification exam.

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Anthropic CCA-F Practice Test 36

Question 350

A research conversation approaches its context limit after numerous intermediate searches. Which compaction strategy retains the most decision value?

  1. Summarize obsolete exploration while preserving exact verified constraints, unresolved questions, key numbers and source pointers in structured state.
  2. Keep the longest unverified quote and delete all accepted decisions.
  3. Assume the model will remember deleted tool results across new sessions.
  4. Drop every citation and retain only general impressions.

Explanation

Correct Answer

A:

A deliberate summary reduces noise without losing facts necessary for later decisions.

Incorrect Answers

B:

Raw text length does not establish relevance or authority.

C:

Removed context is not automatically persistent memory.

D:

Uncited recollections cannot support a grounded final report.

Question 351

A customer tells an automated support agent, 'I want to speak to a human now,' after two unsuccessful explanations. How should escalation logic respond?

  1. Repeat the same explanation until the customer stops asking.
  2. Respect the explicit request, open the approved human handoff and include the relevant case and attempts without forcing more self-service.
  3. Send the customer to an unrelated generic webpage with no case transfer.
  4. Close the case as resolved because the agent supplied two answers.

Explanation

Correct Answer

B:

A direct human-service request is a legitimate escalation trigger even if more automation options exist.

Incorrect Answers

A:

Repetition ignores the customer's choice and previous failed attempts.

C:

A bare redirection can discard work and create unnecessary repetition.

D:

Responses do not prove the customer request was satisfied.

Question 352

A refund assistant finds a customer scenario that might qualify for an unpublished policy exception, but only a supervisor can authorize it. What is the proper action?

  1. Ask the model to write itself a supervisor approval statement.
  2. Escalate the documented exception to an authorized reviewer with transaction facts and controlling policy references; do not execute the refund first.
  3. Mark the standard policy irrelevant without finding an applicable exception clause.
  4. Approve it immediately because the case sounds fair.

Explanation

Correct Answer

B:

A potential exception is not delegated payment authority.

Incorrect Answers

A:

Generated text is not a real approval record.

C:

Silently dismissing policy makes the action unauditable.

D:

Fairness considerations do not override authorization boundaries.

Question 353

A CRM lookup returns two customers named Sam Patel with different account IDs. A support agent is asked to update one customer's contact address. What should it do?

  1. Choose the account with the most recent login regardless of the caller's identity.
  2. Request or verify a discriminating account identifier before modifying either record.
  3. Update the first matching record to reduce interaction time.
  4. Apply the change to both records so the right person is covered.

Explanation

Correct Answer

B:

Display-name collisions make identity guessing unsafe for state-changing actions.

Incorrect Answers

A:

Recency is not proof of ownership of the request.

C:

Database ordering has no relationship to the intended customer.

D:

Mass edits would harm an unrelated account.

Question 354

A verified customer asks for the current shipping status of one order, and an authorized lookup returns its carrier scan. Should the agent automatically escalate to a human?

  1. Yes; every retrieved status requires supervisor approval.
  2. Yes; because any tool use is evidence that automation failed.
  3. No; return the supported carrier status directly unless ambiguity, explicit preference or a defined exception requires escalation.
  4. Give the customer a model-estimated delivery date while omitting the observed carrier scan and its timestamp.

Explanation

Correct Answer

C:

Routine authorized requests should be resolved efficiently with real evidence.

Incorrect Answers

A:

Indiscriminate escalation adds delay without improving accuracy.

B:

A successful lookup is normal execution, not a failure.

D:

A projection may be useful only if labeled and grounded in tracking evidence. An unsourced estimate is not a replacement for the available verified status.

Question 355

A service agent has retried a malformed account lookup three times and receives the same validation error each time. What should recovery policy do?

  1. Report the lookup as successful with no matches.
  2. Try alternate customer-name spellings until an input passes validation, without checking whether the target identity is correct.
  3. Stop the unproductive loop, record the attempted inputs and validation requirement, and request the missing identifier or appropriate human help.
  4. Start a new agent session without passing the repeated validation error so the lookup can retry independently.

Explanation

Correct Answer

C:

Repeated identical invalid calls do not change the underlying error.

Incorrect Answers

A:

A rejected request is not evidence that no account exists.

B:

Input validity does not prove customer identity. Repeated guesses can access the wrong account and do not resolve the persistent required-field failure.

D:

A new session without the error context is likely to reproduce the same invalid call. A safe handoff records attempted fields and the remaining identity requirement.

Question 356

A customer asks for an account-level action, but a required verified account number is missing from the conversation. The agent knows only an email signature. What should it ask for?

  1. A guessed account number derived from the user's initials.
  2. The specific approved account identifier or secure verification step needed to bind the request to the correct record.
  3. The customer's preferred writing tone, because it proves familiarity.
  4. Permission to bypass the account-checking procedure for this one action.

Explanation

Correct Answer

B:

An email signature alone is not a reliable substitute for required account authorization.

Incorrect Answers

A:

A plausible identifier does not establish ownership.

C:

Style preferences have no evidentiary relationship to account identity.

D:

User consent cannot replace required authentication.

Question 357

A return request matches the published 30-day policy, the customer is verified, and the standard refund tool permits this amount. What should the assistant do?

  1. Skip the tool and tell the customer money was refunded based on the plan alone.
  2. Increase the amount to compensate the customer for the wait.
  3. Proceed through the authorized ordinary workflow and return the actual tool outcome, without unnecessary escalation.
  4. Escalate every compliant return because refunds are always forbidden for models.

Explanation

Correct Answer

C:

A permitted routine case need not wait for exceptional human judgment.

Incorrect Answers

A:

An intention is not a completed transaction.

B:

The agent has no authority to alter verified financial terms arbitrarily.

D:

An absolute blanket rule is inconsistent with the specified authorization.

Question 358

Two policy documents disagree on which department can approve a chargeback. One is dated earlier but neither is clearly superseded. What should the agent report?

  1. Let the model vote on which approval process seems more reasonable.
  2. Present the conflict with document identities and effective dates, and request a decision from the policy owner before a privileged action.
  3. Choose the newer PDF without checking whether it applies to the same products.
  4. Approve the chargeback using both departments' credentials.

Explanation

Correct Answer

B:

Unresolved governance authority should not be guessed from a date alone.

Incorrect Answers

A:

Model preference is not company governance authority.

C:

Recency can matter but does not prove scope or supersession.

D:

Conflicting policy is not permission for unauthorized action.

Question 359

A support agent has already confirmed that an order qualifies for EITHER a refund OR a replacement, never both. The verified customer only wrote “please make this right,” but the model recommends issuing a refund. What must the agent obtain before committing either remedy?

  1. Automatically select the refund because the model ranked it as most likely to satisfy the customer.
  2. Obtain the verified customer’s explicit choice of one permitted remedy, then authorize and execute only that transaction.
  3. Let the warehouse’s ability to ship determine the remedy without asking the customer.
  4. Preauthorize both transactions and cancel whichever one the customer does not choose later.

Explanation

Correct Answer

B:

Once policy eligibility is known, the missing decision is customer preference and approval. Capture the verified customer’s selection and perform only the resulting authorized side effect.

Incorrect Answers

A:

A model recommendation is not customer consent. The account may qualify for either remedy, but eligibility does not establish which mutually exclusive remedy the customer selected.

C:

Fulfillment availability is operational evidence, not an authorization to substitute a customer’s intended refund or replacement.

D:

Even a provisional irreversible authorization can cause duplicate charges, credits, shipping or fraud exposure. Do not create both competing transactions before consent.

Question 360

A support agent escalates a billing dispute after an API failure. The human operator receives only the customer's greeting and no prior tool history. What handoff would prevent redundant work?

  1. Mark the case closed and ask the operator to open a new one.
  2. Send only the agent's final apologetic sentence.
  3. Send the verified case/customer reference, disputed amount, facts, tools attempted, specific failure and pending decision in a structured case record.
  4. Include credentials and irrelevant private transcripts for every customer.

Explanation

Correct Answer

C:

A concise relevant history lets the operator act without repeating the full investigation.

Incorrect Answers

A:

Discarding the existing case obscures failure and delays resolution.

B:

Apology wording does not convey the unresolved work.

D:

Broad disclosure is unnecessary and unsafe.

Claude Certified Architect - Foundations (CCA-F) Practice Tests