A strategy manager is reviewing a Claude-generated recommendation to consolidate the company's two regional warehouses into one. The recommendation cites three sources that estimate cost savings and one source confirming that consolidation is operationally feasible. Two source documents also contain estimates of one-time transition costs and a stakeholder concern about regional service levels, neither of which appears in the recommendation.
Which concern is most warranted?

• A. The recommendation is sound because every source it cites supports the consolidation conclusion.
• B. The recommendation reflects selective use of the source documents and should be re-prompted to address the transition costs and the service-level concern before it is used.
• C. The recommendation is acceptable for an initial round, but the missing material should be added in a separate appendix rather than re-prompting the original output.
• D. The recommendation should be rejected because it relies on only four sources, which is insufficient for a decision of this size.

You are a knowledge worker evaluating which Claude feature matches each proposed use case.
Which two feature-to-use-case matches are appropriate? (Select two.)
Each correct answer presents a complete solution.

• A. Web search invocation to retrieve the established formula for calculating compound interest.
• B. Long-context summarization for drafting a reply to a single short customer email.
• C. Tool use to invoke a calculator for rephrasing a product description in simpler language.
• D. Long-context summarization for a quarterly report distilled from many sources.
• E. Tool use to invoke a calculator for a complex multistep pricing calculation.

While preparing stakeholder communication about a proposed Claude use case, a senior manager is applying the AI Fluency Framework Description competency.
Which framing best reflects Description principles for stakeholder communication?

• A. Omit the human oversight that will remain in place, even though Description principles require expectations that reflect the actual capability boundaries of the use case.
• B. Overstate Claude's capabilities to secure stakeholder support, even though Description principles require accurate framing of what Claude can and cannot reliably produce.
• C. Describe what Claude can reliably produce, the known limitations, and the human oversight that will remain in place, calibrated to the audience's familiarity with AI.
• D. Understate Claude's capabilities to lower stakeholder expectations, even though Description principles require accuracy in both directions rather than systematic minimization.

You are a bank manager presented with a request to use Claude as the sole decision-maker on customer credit- line approvals.
Which response is most appropriate?

• A. Accept the sole-decision-maker design because Claude can process applications faster than a human review team.
• B. Implement the design on a pilot basis and notify compliance only if issues arise during production use.
• C. Expand the design so Claude both evaluates applications and issues final approval notices to customers directly.
• D. Decline the sole-decision-maker design and propose Claude assisting analysts who retain decision authority.

You are a customer-success lead running an interactive workflow where each turn must respond quickly and the per-turn reasoning is light.
Which selection best aligns with the requirements?

• A. Choose a model based on the alphabetical order of its name.
• B. Choose Opus to maximize reasoning depth despite higher latency.
• C. Choose Haiku to keep latency low and to handle a light reasoning load efficiently at scale.
• D. Choose any model because latency does not vary by model.