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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Output Evaluation and Validation | 21% | - Evaluate outputs for accuracy, completeness, and consistency - Detect hallucinations, biases, and inconsistencies - Apply fact-checking and validation methods - Determine when human review is required |
| Topic 2: Configuration and Knowledge Management | 12% | - Configure Claude Projects with instructions - Maintain consistent system-level behavior - Manage knowledge sources and context |
| Topic 3: Product and Model Selection | 12% | - Understand model differences and use cases - Select appropriate Claude product features - Match model capabilities to task requirements |
| Topic 4: Prompting and Task Execution | 14% | - Iterate prompts to improve output quality - Apply task decomposition to structure complex requests - Adapt prompting strategies by task type - Create effective prompts for business and technical tasks |
| Topic 5: Workflow Integration and Solution Design | 16% | - Design AI-assisted processes and solutions - Plan end-to-end Claude-augmented workflows - Integrate Claude into existing business workflows |
| Topic 6: Governance, Risk, and Responsible Use | 15% | - Manage data sensitivity and privacy risks - Understand limitations and ethical boundaries - Apply responsible AI principles and policies |
| Topic 7: Troubleshooting and Optimization | 10% | - Identify causes of poor or unexpected outputs - Adjust prompts and configuration to improve results - Diagnose context and performance issues |
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NEW QUESTION # 108
You are a knowledge worker who decomposed a "draft a board memo" request into fifteen tiny steps and noticed the output now feels disjointed because related ideas were split apart.
Which adjustment is most appropriate?
Answer: D
Explanation:
Task decomposition is valuable only when the resulting stages represent meaningful, logically connected units of work. Here, dividing a board memo into fifteen extremely small steps has fragmented related ideas and weakened the document's narrative coherence. Option B corrects over-decomposition by combining naturally connected activities into broader sections, such as framing the decision, analyzing evidence, presenting risks, and stating the recommendation.
Option A removes dependency order entirely, which would make the workflow less reliable. Option C intensifies the existing problem by creating even smaller fragments. Option D goes too far in the opposite direction by discarding all useful structure. The appropriate solution is neither maximal decomposition nor a single unstructured instruction; it is a limited number of cohesive stages with clear dependencies.
Anthropic explains that explicit prompt chaining is useful when intermediate outputs must be inspected or when a specific pipeline structure is required. However, its guidance also warns against unnecessary delegation and overengineering when simpler direct work preserves context more effectively. The correct granularity should therefore improve control and reviewability without separating ideas that must be developed together. Anthropic's prompting best practices
NEW QUESTION # 109
You are a business analyst reviewing prompt drafts written by teammates.
Which two elements belong in a well-structured prompt for a business task? (Select two.) Each correct answer presents part of the solution.
Answer: A,B
Explanation:
Options A and B are correct because Claude needs a clear task and the context required to perform that task appropriately. The prompt should state the requested action using direct language-for example, summarize, compare, classify, draft, calculate, or recommend. It should then provide relevant information such as the intended audience, business objective, authoritative sources, constraints, success criteria, and required output format.
Anthropic's prompting guidance emphasizes clarity, specificity, contextual grounding, and explicit formatting instructions. Audience and purpose are particularly important in business tasks because the same underlying information may need very different treatment for executives, customers, technical teams, or regulators.
Option C can be useful when an approachable tone is genuinely required, but it is not an essential element of every structured business prompt. Tone should be selected according to the task rather than added automatically. Option D introduces excessive and potentially irrelevant information; only products or services relevant to the task should be included. Option E similarly adds noise unless the anecdote supplies necessary factual context or illustrates the desired output.
Therefore, a clear task statement and relevant goal-and-audience context form the indispensable foundation.
See Anthropic's prompting best practices .
NEW QUESTION # 110
A customer-success team member is reviewing a Claude-generated customer health-check report against the agreed deliverable list. The report covers all five required topics, but the renewal-risk section names only one risk factor where the deliverable specification calls for renewal risk to be assessed across pricing, product fit, and stakeholder change.
Which conclusion is best supported?
Answer: A
Explanation:
Under the objective Evaluate Claude-generated outputs for accuracy and completeness , quality assurance involves auditing both macro-level structure (presence of required topics) and micro-level depth (thoroughness against detailed specifications).
The report successfully includes all five mandatory high-level headings, satisfying basic structural completeness. However, evaluating the internal substance of the renewal-risk section reveals an under-scoped deliverable: the specification required analyzing three distinct dimensions (pricing, product fit, and stakeholder change), but Claude addressed only one. Therefore, Option D is the accurate assessment: the artifact fulfills topical scope but lacks required operational depth and must be expanded prior to client delivery. Claiming it completely satisfies requirements (Option C) ignores explicit criteria, while labeling the entire section missing (Option B) or offloading internal QA to the customer (Option A) violates quality management standards.
NEW QUESTION # 111
A senior sales manager is presenting Claude's role in a project to a non-technical executive sponsor. The sponsor will be asked to approve continued investment based on the presentation.
Which framing best balances value and limitations?
Answer: C
Explanation:
Answer A is correct. An executive sponsor needs a decision-oriented explanation of Claude's business contribution, not a technical description of how the model operates. The presentation should explain the tasks Claude performs effectively, connect those capabilities to measurable project outcomes, and state the relevant limitations together with the controls used to manage them. For example, the manager could explain that Claude accelerates first-draft creation and document analysis while human reviewers remain responsible for validating important facts, approving consequential outputs, and handling exceptional cases.
Option B acknowledges limitations but gives them disproportionate emphasis and frames the project defensively. Option C relies on technical model terminology and requires the sponsor to translate capabilities into business value independently. This fails to support an informed investment decision. Option D presents the benefits but withholds material limitations until later, creating an incomplete and potentially misleading business case.
A balanced presentation neither exaggerates Claude's reliability nor treats limitations as a reason to ignore its value. It establishes what Claude contributes, where human judgment remains necessary, and how the combined workflow supports the sponsor's desired outcomes. This reflects Anthropic's AI Fluency principles of appropriate delegation, critical evaluation, and responsible human accountability. Anthropic AI Fluency
NEW QUESTION # 112
You received a vague request to "look at our pricing." After discovery, the goal is confirmed: produce a structured competitor-pricing summary the team can act on, not new pricing ideas.
Which strategy best fits the clarified task?
Answer: A
Explanation:
Under the objective Adapt prompting strategies based on task type (e.g., analysis, research, drafting, brainstorming) , prompt architectures must be tailored to the exact analytical objective established during discovery.
Because the clarified objective is to generate an actionable, evidence-based competitor pricing briefing (rather than creative ideation), the workflow demands a structured research and synthesis strategy (Option C). This approach directs Claude to extract concrete pricing data across key competitors, explicitly attribute claims to named source documents or market reports, and transparently state confidence levels for each datapoint.
Divergent brainstorming (Option A) produces speculative ideas when factual market intelligence is needed.
Arbitrarily restricting analysis to a single competitor (Option B) ignores the broader competitive landscape.
Relying on unstructured open conversation (Option D) produces inconsistent formatting unsuitable for executive decision-making.
NEW QUESTION # 113
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