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You are decomposing a ''build a customer journey map'' request.
Which is the correct order of decomposed steps?
(1) Identify the touchpoints the customer encounters during each stage. (2) Define the persona and the journey scope to be mapped. (3) Capture pain points and opportunities at each touchpoint. (4) Synthesize the findings into the final journey-map artifact. (5) Identify the major stages the persona moves through.
Answer : A
The journey must first be bounded by defining the persona and the scope being mapped. Without Step 2, the team does not know whose experience is being analyzed, which objective is relevant, or where the journey begins and ends. It then identifies the major journey stages in Step 5, such as awareness, evaluation, purchase, onboarding, and ongoing use.
Once the stages exist, the team can identify the customer's touchpoints within each stage in Step 1. Pain points, unmet needs, emotional responses, and improvement opportunities can then be recorded against those touchpoints in Step 3. Finally, the validated findings are synthesized into the journey-map artifact in Step 4. The correct order is therefore 2,5,1,3,4.
Option C identifies stages before establishing the persona and scope. Option D attempts to list touchpoints before defining the stages in which those interactions occur. Both sequences create structural ambiguity.
This decomposition follows dependency ordering: each output supplies the structure needed for the next activity. Anthropic's prompt-chaining guidance supports dividing complex work into sequential stages when intermediate results require inspection or when a defined pipeline improves control. Anthropic's prompt-chaining guidance
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The first output from Claude is partially useful but has tone and detail issues.
Which two refinement actions are most likely to produce a meaningfully better output? (Select two.)
Each correct answer presents a complete solution.
Answer : A, B
Option A directly addresses the tone problem by specifying both the required voice and the audience for whom the response is being written. Audience context helps Claude determine vocabulary, technical depth, formality, and emphasis. Option B addresses ambiguity by providing a concrete example that demonstrates the desired structure, detail level, tone, and overall quality.
Option C may produce superficial variation, but it does not correct the prompt's underlying deficiencies. Option D supplies no actionable description of what must improve. Option E increases output variability without clarifying the missing tone or detail requirements and may make results less consistent.
Prompt iteration should be diagnostic. The user should identify the specific defect, modify one or more prompt elements that control that defect, generate a new output, and compare it with the original success criteria. If the response remains too general, the next revision might add required sections, source material, minimum depth, or an evaluation rubric.
Anthropic's prompting guidance recommends clear instructions, relevant context, examples, and explicit output requirements. Examples are particularly useful when the intended standard is difficult to describe abstractly. A and B therefore introduce information Claude can act upon, while the other choices merely repeat or randomize the same insufficient instruction. Anthropic's prompt-engineering guidance
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You are a knowledge manager structuring source material in the context window for a long Claude evaluation task.
Which two practices produce a more effective use of the context window? (Select two.)
Each correct answer presents a complete solution.
Answer : B, E
Under the objective Organize and curate information for optimal outputs and select appropriate output formats, structuring reference documents effectively within the context window ensures high-fidelity retrieval and accurate source attribution.
Option B highlights the standard prompt engineering practice of using distinct structural delimiters (such as XML tags like <doc_1>,
You are designing a checklist for evaluating Claude outputs and must complete the upstream steps before scoring an output.
Which two steps must be completed BEFORE scoring a Claude output against the checklist? (Select two.)
Each correct answer presents part of the solution.
Answer : B, C
An evaluation cannot be applied consistently until the organization defines what the output must achieve and what score constitutes an acceptable result. Therefore, the evaluator must first define task-specific criteria, such as factual accuracy, completeness, relevance, tone, format compliance, privacy preservation, or citation quality. The evaluator must then establish a threshold or decision rule that separates acceptable from unacceptable performance.
Anthropic's evaluation guidance states that successful AI applications begin with clearly defined success criteria followed by evaluations that measure performance against those criteria. Effective criteria should be specific, measurable, achievable, and relevant to the application's purpose. A threshold converts those criteria into an operational decision---for example, requiring all material claims to be supported or setting a minimum score across defined dimensions.
Options A, D, and E occur after evaluation. Promotion into production follows an acceptable result. Escalation to a senior reviewer occurs after an output fails or presents elevated risk. Recording the final score and reviewer comments also follows the scoring activity. Without B and C, different reviewers could apply inconsistent standards or approve an output without knowing what ''acceptable'' means. Anthropic's evaluation guidance
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You are reviewing a Claude-generated report whose tone is confident throughout.
Which question best separates plausibility from verification?
Answer : A
Option A is correct because confident language, logical flow, and professional formatting do not establish factual accuracy. Verification requires checking whether each material claim is supported by a credible external source or by the authoritative input supplied for the task. Claims that cannot be traced should be removed, qualified as uncertain, or subjected to additional research.
Anthropic warns that even advanced Claude models can generate information that is factually incorrect or inconsistent with the provided context. Its recommended safeguards include allowing Claude to acknowledge uncertainty, grounding factual work in direct quotations, requiring citations, and checking whether supporting evidence actually establishes each claim. A citation must also be evaluated for relevance and credibility; merely attaching a source does not prove that the source supports the precise statement.
Options B, C, and D assess presentation characteristics rather than verification. Length and section count do not prove completeness, a strong opening does not validate the conclusion, and varied sentence structure concerns writing style. A plausible response can satisfy all three while containing unsupported assertions. Consequently, claim-level traceability is the decisive test separating an answer that merely sounds credible from one that has been verified. See Anthropic's hallucination-reduction and citation guidance.
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