CCAO-F Practice Questions PDF

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Question 1
Profile instructions, project instructions, and a chosen Style relate to each other how on a single reply?
A. Only the most specific layer takes effect at once
B. The chosen Style overrides both instruction layers
C. Project instructions replace profile instructions everywhere
D. All three apply together within their own scopes
Answer: D
Explanation
Profile instructions load account-wide and first, project instructions add project-scoped guidance, and a Style shapes tone
and format per conversation. All three apply simultaneously within their own scopes; none replaces another, which is why
off-tone output can come from a conflict between them.
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Question 2
On your Team plan, a project member with 'Can use' access wants to update the project instructions to fix a
recurring tone problem, but the option is unavailable.
What is the correct explanation and path forward?
A. Instructions become locked for editing after the project's first chat is saved
B. The member should set an org-wide instruction to fix it instead
C. Changing instructions needs edit access; ask an editor to apply it
D. The plan does not support editing instructions after a project's creation
Answer: C
Explanation
On Team and Enterprise plans, can-use access allows viewing and chatting but not modifying instructions, which requires
can-edit access. The unavailable option reflects the member's role, so the fix is to have an edit-level member update the
instructions.
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Question 3
With a user's approval, what can the Gmail connector do?
A. Search, read, and draft emails, but never send them
B. Send emails automatically once a draft gets approved
C. Permanently delete any unwanted emails from the user's inbox
D. Edit and resend the content of already-sent emails
Answer: A
Explanation
The Gmail connector can search, read, and create draft replies with the user's approval, but it cannot send. This is a
deliberate validation checkpoint, so a human must always send manually from Gmail itself.
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Question 4
A business user gets a vague, unhelpful first draft from Claude.
According to Anthropic's guidance, what does an effective prompt most reliably need?
A. The most capable model paired with a high effort setting
B. Explicit context, a specific task, and output format
C. Forceful, capitalized wording that demands compliance
D. A single sweeping instruction covering the whole task
Answer: B
Explanation
Anthropic treats prompting as a testable skill: give Claude explicit context, a specific task, and the desired output format
instead of assuming it will guess intent. Unstated intent, format, or context is the usual cause of a weak first output, not a
model limitation.
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Question 5
A team produces a monthly report from the same set of source documents every cycle.
Which Claude feature is designed for this recurring, reference-heavy work?
A. A single long plain chat reused each month
B. A Project with the source files as knowledge
C. A fresh incognito chat opened for each report
D. A published Artifact shared with the whole team
Answer: B
Explanation
A Project bundles an uploaded knowledge base and standing instructions that apply automatically to every chat inside it, so
recurring work built from the same source documents belongs in a Project rather than a disposable chat. It is the feature
designed for reference-heavy, repeated tasks.
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Question 6
Which task is a clearly appropriate, low-stakes use of Claude that needs no special safeguard?
A. Deciding which job applicants a company should reject
B. Summarizing notes from an internal team meeting
C. Producing a final medical diagnosis for a patient
D. Approving or denying a customer's loan application
Answer: B
Explanation
Routine internal tasks like summarizing meeting notes carry no consequential decision about a person and need no special
safeguard. The other options all name high-risk decisions that require human sign-off before use.
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Question 7
A complex planning task has several dependent steps: gather items, analyze each, then recommend.
What approach does Anthropic recommend for the most reliable result?
A. Give the entire task in one large single prompt for efficiency
B. Chain smaller prompts, feeding each step's output into the next
C. Ask the final question first and let Claude backfill the steps
D. Run each step in a separate unrelated chat with no linkage
Answer: B
Explanation
For genuinely multi-step work, Anthropic recommends chaining smaller prompts, where the output of one step becomes the
input to the next, over a single giant prompt. Each step's output can then be checked before it feeds forward.
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Question 8
You use Claude to help rank job candidates and assume its output is neutral because it is not human.
What responsible-use step are you skipping?
A. Selecting a lighter model mainly to reduce processing cost
B. Publishing the ranking so candidates can review it
C. Saving the conversation to the project knowledge base
D. Checking the ranking output for bias before relying on it
Answer: D
Explanation
Claude output is not automatically objective just because it is not human. When it feeds decisions about people, such as
candidate ranking, checking the output for bias before use is a required responsible-use practice, not an optional nicety.
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Question 9
Compared with Sonnet, Opus, and Fable, the model that offers the smaller context window is:
A. Haiku, the fastest and lightest model
B. Sonnet, the balanced everyday default model
C. Opus, the heavier deep-reasoning specialist model
D. Fable, the newest and most capable model
Answer: A
Explanation
Haiku, the lightest model, has a smaller context window than Sonnet, Opus, and Fable, which can share a large window.
Cost and speed scale in one order, but context-window size does not follow the same ordering.
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Question 10
Leaving extended thinking and unused connectors switched on for a simple task mainly causes what?
A. Slower replies and higher usage without better quality
B. Automatic deletion of the whole conversation history
C. A permanent reduction in the context window size
D. Loss of access to the model picker dropdown
Answer: A
Explanation
Extended thinking, high effort, and unused connectors add response time and usage consumption even when they do not
improve output on the current task. Turning off what a task does not need is a real optimization step.
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Question 11
A solution designer is building a market-summary workflow whose figures stakeholders must be able to
fact-check against sources. In testing, Claude occasionally invents plausible-sounding statistics.
Which prompt-level mitigation MOST directly reduces this fabrication risk?
A. Switch to the most capable model, which supposedly removes hallucination entirely
B. Raise the effort level so Claude carefully checks its own figures
C. Add a line simply telling Claude to be accurate and avoid errors
D. Instruct Claude to base every claim on quotes from supplied source documents
Answer: D
Explanation
To reduce hallucination in a deployed workflow, instruct Claude to base claims on direct quotes or citations from supplied
source material so each claim is checkable. This prompt-level grounding is a separate lever from model choice, which never
fully removes hallucination.
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CLAUDE CERTIFIED ASSOCIATEQuestion 12
A busy analyst has one quick, isolated question: whether Claude could help reformat a single dataset export.
They do not expect to revisit this task. A colleague suggests first building a Project with uploaded files and
custom instructions.
Given the one-off nature, what should the analyst do FIRST?
A. Ask it in a plain chat; a Project's setup cost is not justified here
B. Build the Project anyway so the configuration exists if the task ever recurs again
C. Create a Custom Style first so the answer matches the house format
D. Enable the relevant connectors beforehand so the answer draws on more context
Answer: A
Explanation
A single exploratory question is handled in a plain, unattached chat; a Project is only worth building once the same
requirements or context must persist and be reused across many related conversations, so over-building for a one-off is
wasted overhead.
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Question 13
A director signs off on a press release that Claude helped write. After publication, a fabricated quote in it is
exposed. The director says the error is Anthropic's, since Claude generated the quote.
How should accountability be understood in this situation?
A. The director who approved and published the release stays accountable
B. Anthropic is accountable because its model invented the quote
C. Accountability is shared equally between the director and the tool
D. No one is truly at fault, since AI errors are unavoidable
Answer: A
Explanation
Using Claude to draft a press release does not transfer or share accountability for what gets published. The director who
approved and released it remains responsible, which is exactly why verifying an AI draft before publication is part of the job.
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Question 14
A workflow has Claude draft replies through the Gmail connector.
How does the finished email reach the recipient?
A. Claude sends it automatically once the draft is approved
B. The connector delivers it on a scheduled send timer
C. Claude sends it after one additional confirmation prompt
D. A person sends it manually since sending is disabled
Answer: D
Explanation
The Gmail connector drafts replies but cannot send, forcing a person to review and send from Gmail. This is a deliberate
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design checkpoint that keeps a human in the loop before anything reaches a recipient, not a missing feature to route around.
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Question 15
A team lead argues that Claude's report accuracy would improve most simply by rewording the instructions
more clearly. Anthropic cites a Fortune 500 case where a documented 20% accuracy gain came from a
specific approach.
Which specific approach actually produced that documented gain?
A. Rewriting the prompt in a much more forceful and urgent tone
B. Switching the request over to the most capable available model
C. Pairing prompt technique with real subject-matter detail
D. Regenerating the same prompt repeatedly until accuracy finally improved
Answer: C
Explanation
Anthropic's cited Fortune 500 case attributes a 20% accuracy gain to pairing prompt technique with real subject-matter detail
in the prompt, not to clearer wording, tone, or a stronger model. Adding genuine domain context is a distinct accuracy lever.
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Question 16
A deployed solution keeps producing plausible but unverifiable claims. The user wants stakeholders to be
able to check each claim.
Which prompt-level mitigation helps most?
A. Switch to the most capable model, which resolves the verifiability concern
B. Raise the effort setting so Claude reasons more carefully each time
C. Add a forceful instruction insisting the model sound authoritative
D. Instruct Claude to base claims on citations from supplied documents
Answer: D
Explanation
Telling Claude to base claims on quotes or citations from supplied documents is a prompt-level hallucination mitigation that
lets stakeholders verify each claim, separate from and additive to model choice.
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Question 17
A stakeholder asks whether Claude's answers can be treated as authoritative fact.
The accurate response is:
A. Yes, as long as the most capable model answered
B. Yes, any response that includes source citations
C. Yes, once the extended thinking setting is enabled
D. No, it is never a reliable sole source
Answer: D
Explanation
Anthropic's guidance is that Claude should never be treated as an authoritative sole source; outputs require scrutiny and
verification, and neither a stronger model nor citations nor extended thinking removes that requirement.
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Question 18
Company policy forbids sharing customer account numbers with outside tools.
Before uploading a customer file to Claude, the user should:
A. tell Claude in the chat not to retain the data
B. run the upload inside an incognito conversation instead
C. mask or remove the identifiers before uploading the file
D. pick a model that will not train on the data
Answer: C
Explanation
When policy restricts regulated data, the required fix is removing or masking identifiers before the file is uploaded, not
instructing Claude in-chat afterward. This makes the task safe to do rather than abandoning it entirely.
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Question 19
An analyst produces a competitive briefing using Fable 5 and argues that, because it is the most capable
model, the numbers can go straight to the CEO without checking. The briefing includes several
precise-sounding market-share figures with no cited source.
What is the single best response to the analyst?
A. Fable 5 removes the need to verify these particular high-stakes figures
B. No model exempts high-stakes figures from independent verification
C. Opus 4.8 output would still require a manual accuracy check, unlike Fable 5
D. Precise-sounding figures are themselves reliable evidence of real accuracy
Answer: B
Explanation
Choosing Fable 5 lowers hallucination risk but never exempts uncited, high-stakes figures from independent verification
before they reach an executive. Precise-sounding output is not proof of accuracy.
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Question 20
A user writes a request entirely in flowing prose with no bullets and wonders why Claude's reply came back
as flowing prose too.
What best explains this?
A. The selected model defaults to prose unless bullets are requested
B. Prose output requires the Explanatory Style to be active
C. A prompt's formatting tends to pull matching formatting out
D. Inline replies reserve bullet lists for use inside Artifacts
Answer: C
Explanation
A prompt's own formatting is an implicit lever on the reply's format, independent of any explicit instruction. Writing in prose
tends to elicit prose; writing in bullets tends to elicit bullets.
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Question 21
A finance manager on an Enterprise plan wants to use the Drive connector on confidential forecasts but fears
the documents will feed model training.
Which statement most accurately reflects how connector data and Enterprise training defaults work together?
A. Enterprise data trains models unless every individual user opts out first
B. Connector content trains models whenever the account permits any training at all
C. Neither Enterprise defaults nor connector rules offer any protection for the forecasts
D. Connector content is excluded from training, and Enterprise never trains by default
Answer: D
Explanation
Confidential forecasts pulled via a connector are protected twice: connector content is excluded from training regardless of
settings, and Enterprise plans do not train on customer data by default. Both rules apply together rather than one canceling
the other.
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Question22
The single setting that adjusts how much reasoning depth the same model applies to a response is:
A. The model picker in the composer dropdown
B. The built-in Concise response style preset
C. The Effort level, separate from model choice
D. The account-wide Instructions for Claude field
Answer: C
Explanation
Effort adjusts how thoroughly the same model reasons on a response, while the model picker changes which model answers.
Recognizing them as two distinct levers lets a user tune depth without switching models.
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Question 23
Claude includes a precise market-size statistic in a slide a manager will present to the board tomorrow. The
number is specific and sounds credible, but the manager cannot recall giving Claude a source for it.
What is the MOST appropriate action?
A. Verify the statistic against a primary source before presenting it
B. Present it, since the specific figure signals it is grounded
C. Ask Claude to confirm the statistic is accurate, then present
D. Regenerate the slide and present whichever number appears the second time
Answer: A
Explanation
Statistics carry real consequence and should be checked against a primary source before use, especially when the manager
cannot recall supplying one. A precise, credible-sounding number can still be fabricated, so verification comes before a board
presentation.
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Question 24
A firm is designing a recurring workflow that will routinely process sensitive client data through Claude and
needs a contractual guarantee the data will not train future models.
Which plan choice MOST appropriately meets this?
A. A Pro plan, relying on the personal model-improvement toggle being off
B. A Max plan, since its higher price bundles in a contractual training exclusion
C. An Enterprise plan, which by default does not train on customer data
D. A consumer plan, relying on the standard thirty-day retention window
Answer: C
Explanation
Enterprise and commercial accounts do not train on customer data by default, while consumer plans (Free, Pro, Max, Team
consumer) treat training as an opt-in toggle. For a recurring sensitive-data workflow, the contractual default is the appropriate
safeguard.
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Question 25
Claude drafts an automated loan-decision explanation that will be shown directly to applicants. The wording
subtly favors applicants from certain zip codes. Your manager wants it live today.
What is the most appropriate action before it actually goes live?
A. Flag the bias and route it for qualified human review first
B. Publish it today and monitor applicant complaints as they arrive
C. Assume the wording is neutral because an AI system generated it
D. Regenerate once and publish whichever version simply reads smoother
Answer: A
Explanation
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Lending decisions affecting people are high-risk, so a subtle bias in applicant-facing output must be flagged and reviewed by
a qualified human before release. AI output is not assumed neutral, and deadline pressure does not waive the check.
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Question 26
A bank wants Claude to help process loan applications.
Under the Usage Policy, the final approve-or-deny decision must be:
A. Automated by Claude so that decisions stay fully consistent
B. Delegated to Claude whenever its stated confidence is high
C. Made by a human, with Claude only informing the analysis it drafts
D. Handled entirely by Claude, with a human spot-checking a small sample later
Answer: C
Explanation
For decisions that materially affect a person, such as loan approval or denial, the Usage Policy requires a human to make the
final call; Claude may inform or draft the analysis. Automating the outcome, delegating on confidence, or sampling afterward
all fail that requirement.
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Question 27
A user on a Free plan wants a synthesized, multi-source report with citations and repeatedly looks for
Research mode but cannot find it anywhere in the interface.
Which single explanation for this is most likely correct here?
A. Research mode requires the model picker manually set to Opus first
B. Research mode runs after extended thinking is toggled on in settings
C. Research mode needs at least one Google Workspace connector enabled first
D. Research mode is a paid-plan feature simply not offered on Free
Answer: D
Explanation
Research mode is a paid-plan feature that also depends on web search being enabled, so it simply does not run on Free.
Knowing which features are plan-gated prevents misdiagnosing an availability limit as a settings problem.
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Question 28
A manager gives Claude one sweeping request covering research, analysis, and a recommendation, and
quality suffers.
Within a single conversation, the prompting discipline that best addresses this is:
A. Rely on a persistent workspace to hold the task
B. Break it into smaller scoped steps, verifying each
C. Add urgency words to push for a complete answer
D. Submit the identical sweeping request a second time
Answer: B
Explanation
Splitting one large or ambiguous request into smaller, well-scoped steps is first a prompting discipline, usable within a single
conversation, not a product feature. Breaking the work into verifiable pieces beats a persistent workspace, urgency, or
resubmission here.
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Question 29
A stakeholder worries that connecting the company Drive to Claude will let it reach files employees normally
can't open.
How should you reassure them?
A. Claude gains broad new access once the connector is enabled
B. A connector mirrors existing access, granting nothing new
C. Admins can delete sensitive files beforehand to keep them private
D. The connector bulk-syncs everything in Drive by default
Answer: B
Explanation
A connector mirrors the connected account's existing access rather than granting new access, and it pulls data only when a
request needs it. Reassuring stakeholders accurately means explaining that connecting Drive never broadens what an
employee could already see.
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Question 30
An analyst faces a complex request: gather relevant risk factors, analyze each, then recommend a mitigation
plan. She is tempted to write one enormous prompt covering everything at once.
Given the multi-step nature and her need to check work along the way, which approach does the guidance
favor?
A. Chain smaller prompts, feeding each step's output into the next
B. One mega-prompt handling the three steps together for efficiency
C. Research mode alone, which replaces the need for step-by-step work
D. Brainstorm many mitigation plans first, then discard most
Answer: A
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Explanation
Genuinely multi-step requests are handled best by chaining smaller prompts so each step's output can be verified and fed
forward, rather than one sweeping mega-prompt. This sequential decomposition improves accuracy on complex analytical
work.
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Question 31
You are preparing a company blog post and Claude includes a direct quote attributed to a well-known
industry CEO.
Before publishing, what is the most appropriate action?
A. Publish it, since a named attribution signals the quote is genuine
B. Check the quote against the original primary source before publishing
C. Rephrase the quote slightly so attribution accuracy matters less
D. Keep it if Claude used web search when drafting the post
Answer: B
Explanation
Direct quotes, citations, and statistics are categories that should always be checked against a primary source before use.
The correct action is to confirm the CEO quote in its originalsource before publishing, since attribution and web search alone
do not prove it is genuine.
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Question 32
For open-ended ideation, which prompting approach does the guidance recommend?
A. Research mode, since it gathers many cited sources
B. Extended Thinking, optimized for one convergent answer
C. A dedicated brainstorming toggle in the model picker
D. An open-ended prompt seeking multiple divergent options
Answer: D
Explanation
Open-ended ideation has no dedicated feature toggle; the right pattern is an open-ended prompt for multiple divergent
options, refined in plain conversation. Research is too narrow and Extended Thinking is convergent, so neither fits divergent
idea generation.
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Question 33
A user runs many routine, low-difficulty tasks and wants to stretch their usage limit further without switching
to a weaker model.
Which lever fits?
A. Reset Memory so past chats stop consuming context each turn
B. Enable automatic summarization to compress routine responses
C. Lower the Effort setting to cut consumption within that model
D. Switch on Research mode to handle the tasks more efficiently
Answer: C
Explanation
The Effort setting adjusts consumption within whichever model is chosen, so lowering it on routine work stretches the usage
limit without downgrading the model. Effort is a distinct lever from model choice, not the same fix.
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Question 34
Your team's pricing Project relies on a rate sheet you uploaded as a static copy months ago. Finance
updates that sheet in Google Drive almost weekly, and recent Claude answers have quoted outdated rates.
You need the Project to reflect current pricing with the least ongoing manual upkeep.
What is the MOST appropriate fix?
A. Link the rate sheet live via the Drive connector so it stays current
B. Re-upload a fresh static copy of the rate sheet each week by hand
C. Tell Claude in each chat to ignore the outdated rate figures
D. Note in the project description that rates change frequently over time
Answer: A
Explanation
A static upload freezes at upload, so linking the rate sheet live through the Drive connector keeps it synced automatically with
the least upkeep. Manual weekly re-uploads meet the accuracy need but violate the low-effort constraint.
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Question 35
Research mode on claude.ai requires which of the following to function?
A. A Free plan with web search left disabled
B. A paid plan with web search enabled
C. Extended Thinking turned on for the conversation
D. An empty context window before the session can start
Answer: B
Explanation
Research mode is available only on paid plans and only when web search is enabled, since it works by running multiple
self-directed searches; it is not gated on Extended Thinking or an empty context window.
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Question 36
An HR analyst uses Claude to screen job applicants and generate rejection notices sent automatically to
candidates, who never learn AI was involved. The team believes automation makes the process fairer.
Under the Usage Policy, which change is most necessary?
A. Switch to the most capable model so the screening becomes more accurate
B. Rerun each screening twice and average the two rankings together
C. Keep a human deciding outcomes and disclose the AI assistance to applicants
D. Add a disclaimer to the notices stating that results may vary
Answer: C
Explanation
Employment eligibility decisions require a human to make the final call and an up-front disclosure that AI assisted.
Automating rejections and hiding AI involvement fails both duties, and a better model or reruns do not fix either gap.
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Question 37
In Anthropic's guidance, what does it mean when Claude produces a hallucination?
A. Fluent, confident content not grounded in reality
B. A slower response caused by a heavier reasoning model
C. A refusal to answer a question it judges unsafe
D. A formatting glitch that garbles the response layout
Answer: A
Explanation
A hallucination is confident, fluent output not grounded in real information, such as a fabricated fact or citation. Anthropic
treats it as a general limitation of generative AI requiring user scrutiny, not a rare edge case solved by any single feature.
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Question 38
A hallucination in a Claude response is best described as:
A. Confident-sounding content not grounded in real information
B. A response that is factually correct but excessively long
C. An error message shown when a request times out
D. A refusal to answer a sensitive or otherwise restricted question
Answer: A
Explanation
A hallucination is fluent, confident content, such as an invented fact or citation, that is not grounded in real information.
Because it sounds authoritative, it must be scrutinized rather than trusted on tone alone.
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Question 39
Claude drafts a report that includes a direct quotation attributed to a well-known executive and two statistics.
Before circulating the report, what should the user do?
A. Trust them, since Claude stated everything with confidence
B. Ask Claude within the same chat to confirm its accuracy
C. Verify the quotation and statistics against a primary source
D. Publish as-is, since quotations are low-risk content
Answer: C
Explanation
Direct quotations, citations, and statistics are exactly the low-verifiability, high-consequence categories Anthropic says to
check against a primary source before use. Neither Claude's confidence nor asking Claude to confirm itself substitutes for
that independent verification.
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Question 40
A company deploys a customer-facing support chatbot powered by Claude to answer common questions.
What does responsible-use guidance require regarding the AI's involvement?
A. Disclosure is optional as long as the answers stay accurate
B. Tell customers they are interacting with an AI system
C. Disclose the AI involvement after a customer directly asks
D. Disclosure applies to autonomous decision systems rather than support chatbots
Answer: B
Explanation
A consumer-facing chatbot or AI-assisted interaction must tell affected people they are dealing with AI rather than a human
alone. Disclosure is a responsible-use obligation, not optional politeness, and it does not depend on the customer asking
first.
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Question 41
You asked Claude to extract every payment deadline from a 40-page vendor contract for a legally binding
filing. The extracted list is your only reference.
What is the most appropriate way to trust it?
A. Ask Claude to confirm nothing was missed, then simply file the list
B. Reconcile every extracted deadline against the contract text before filing
C. Accept the list as complete, since Claude processed the entire contract fully
D. File the list now and correct any errors if they surface later
Answer: B
Explanation
A legally binding extraction must be reconciled item by item against the source contract, because errors carry real
consequences and Claude's list cannot be trusted unchecked. Self-confirmation, assumed completeness, or fixing errors
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after filing are all inadequate.
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Question 42
A clinic wants to publish a patient-facing FAQ about a medication, drafted by Claude, on its website. A staffer
says having a pharmacist review it is enough.
Given responsible-use guidance for consumer-facing health content, what else is expected?
A. Also disclose that AI was used to help produce the content
B. Nothing further; a professional review by itself satisfies therequirement
C. Switch to the most capable model before publishing the health FAQ
D. Restrict the FAQ to patients who opt into AI content
Answer: A
Explanation
For external-facing sensitive content, disclosing AI involvement pairs with qualified professional review rather than replacing
it. A pharmacist's review satisfies one duty, but the health FAQ also needs an AI disclosure before it reaches patients.
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Question 43
A user needs figures from this week's market news and picks Fable 5, assuming the most capable model will
simply know the latest numbers.
What is the most appropriate correction to that assumption?
A. Model capability does not supply current data; enable web search for freshness
B. Fable 5's superior capability lets it infer this week's numbers from its training patterns
C. Switching to Opus 4.8 will directly retrieve the current market figures itself
D. Raising the Effort setting alone will surface the latest market data itself
Answer: A
Explanation
No model, however capable, reliably knows very recent events from training alone. A currency-of-information gap is solved
by enabling web search or Research, not by picking a stronger model or raising Effort.
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Question 44
On a Team plan, several colleagues share a Project. One member with Can use access wants to update the
Project's standing instructions, and another wants to remove a former teammate's access.
Which statement correctly describes what each can do?
A. Can use access permits editing instructions but not removing any member
B. Can use cannot edit instructions; only the creator removes a member's access
C. Any member with access can both edit instructions and remove others
D. Only Admins, never the creator, can remove a member's Project access
Answer: B
Explanation
Can use access is view-and-chat only and cannot modify instructions or knowledge, which requires Can edit access.
Separately, only the Project creator can remove another member's access.
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Question 45
Over three months, a simple question thread has turned into a stream of related conversations sharing the
same background documents and tone rules. Rebuilding that context in each new chat is wasting time, but
you don't want to lose the earlier threads.
What is the BEST way to organize this ongoing work?
A. Keep everything in one long, continuously growing single chat thread
B. Create a Project with shared instructions and move the chats in
C. Start fresh chats and re-paste the background documents as needed
D. Rely on Claude's Memory feature to carry the background forward
Answer: B
Explanation
Once the same context needs to persist across many related conversations, the right move is a Project with shared
instructions and knowledge, into which existing chats can be moved. A single long chat or re-pasted context does not scale
to recurring, context-heavy work.
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Question 46
How does context window size relate to the four models' cost and speed ordering?
A. Window size tracks the cost and speed order, with Opus the largest
B. It doesn't follow that order; Sonnet, Opus, Fable share one
C. Haiku 4.5 has the largest window of the four
D. The four models share a single common window size
Answer: B
Explanation
Although cost and speed rise from Haiku to Fable, context window size does not follow that order. Sonnet 5, Opus 4.8, and
Fable 5 can share one large window while Haiku 4.5's is smaller, so window size and cost are separate dimensions.
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Question 47
A user wants to cut usage on routine tasks and believes lowering the Effort setting and switching to a lighter
model are the same single action.
What is the most accurate framing of these two settings?
A. Lowering Effort itself automatically switches the active model to Haiku 4.5
B. Switching to a lighter model is the one lever that reduces consumption here
C. Lowering Effort and switching models act as two separate levers, each adjustable on its own
D. Effort and model choice are linked, so adjusting one shifts the other
Answer: C
Explanation
Model choice sets which model answers, while the Effort setting adjusts how much reasoning depth that model applies. They
are independent controls, so lowering Effort does not switch models and either can be tuned on its own.
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Question 48
A long strategy chat is slowing noticeably as the usage limit approaches, the work is still unfinished, and the
user wants to keep the essential context while cutting the per-turn cost; the single most appropriate next
move here is to:
A. Keep going in the same chat because it remembers everything
B. Ask for a summary, paste it into a new chat
C. Raise the effort level to speed up the slow responses
D. Switch to Haiku 4.5 and continue the same long thread
Answer: B
Explanation
A long conversation reprocesses its history every turn, so carrying a summary into a fresh chat preserves context while
sharply cutting per-turn cost.
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Question 49
A Research report returns a long synthesis with many citations. A colleague says the high citation count
proves it is accurate.
How should you respond?
A. Citation count does not prove accuracy; check the primary sources
B. A high citation count does confirm the synthesis is accurate
C. Research outputs are pre-verified, so checking the sources is redundant
D. Reports with few citations are the ones that warrant source checking
Answer: A
Explanation
A Research report's high citation count does not guarantee accuracy; each cited claim still needs primary-source checking.
Citations enable verification, they do not perform it, no matter how many appear.
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Question 50
A loan officer wants Claude to review each application and automatically approve or deny it to save time.
Lending decisions materially affect applicants.
Under Anthropic's Usage Policy, what is the most appropriate design for this workflow?
A. Claude may draft the analysis, but a human makes the final call
B. Claude can auto-decide once a high enough model tier is selected
C. Full automation is acceptable if applicants are told AI was involved
D. Claude may decide, provided a human audits a random sample afterward
Answer: A
Explanation
The Usage Policy requires a human to make decisions that materially affect a person, such as approving or denying a loan.
Claude may draft the analysis as an aid, but the final approve-or-deny call cannot be automated, and neither a stronger
model, disclosure, nor after-the-fact sampling satisfies the requirement.
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Question 51
You always want Claude to spell out your firm's internal acronyms, in every chat across every Project and
standalone conversation. You also run one client Project that needs an extra confidentiality reminder only
inside it.
How should you best configure these two separate needs?
A. Both in that one client Project's instructions field
B. Both in account-wide profile instructions for simplicity
C. Acronyms in a Custom Style; the reminder in the project description
D. Acronyms in profile instructions, reminder in Project instructions
Answer: D
Explanation
Account-wide profile instructions fit a rule needed everywhere, while project instructions scope guidance to a single Project,
and the two layers apply together. Matching each need to the correct scope avoids both under-scoping and over-scoping the
instructions.
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Question 52
A user must present the same project update two ways: a detailed version for their team and a high-level
versionfor leadership. They want both to stay accessible so they can copy from each.
What is the MOST appropriate approach in a single conversation?
A. Retry over and over until one response happens to contain both versions at once
B. Overwrite the team version with the leadership version to save space
C. Publish the team version, then delete it before drafting leadership's
D. Edit the original prompt to fork a second branch, keeping both versions accessible
Answer: D
Explanation
Editing the original prompt forks a new branch, so a detailed team version and a high-level leadership version both stay
accessible for comparison and copying. Overwriting or deleting destroys one version, and Retry does not reliably produce
two distinct audience-specific outputs.
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Question 53
You are pitching a Claude-based research-summary solution to a group of executives who are openly
skeptical about AI reliability. You want to build durable trust rather than oversell the capability.
Which approach to communicating the solution to these executives is the MOST appropriate?
A. Present the benefits and address risks if asked later
B. Name the known limitations upfront alongside their mitigations
C. Claim the newest model makes the solution essentially error-free
D. Promise the tool removes the need for later human review
Answer: B
Explanation
Building limitations and mitigations into the pitch upfront earns durable trust, especially with skeptics. Overselling reliability or
promising no human review misrepresents the solution and backfires.
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Question 54
When creating a Project, a user fills in the short description field.
How does Claude use that description during conversations?
A. It is injected as standing instructions into the Project's chats
B. It sets the tone and format for the Project's replies
C. It defines which files enter the shared knowledge base
D. It is an organizing label, not read as conversation context
Answer: D
Explanation
The short description entered at creation only helps a user organize and find the Project. It is never read by Claude as
instructions or reference material, unlike the project instructions field.
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