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A Claude architect is leading the discovery phase for a new AI-powered customer service solution.
Which two activities are characteristic of structured discovery and requirement gathering for a Claude-based deployment? (Select two.)

• A. Generating an initial prototype and iterating based on user reaction rather than written requirements.
• B. Deferring constraint documentation until the integration design phase to avoid scope creep.
• C. Documenting explicit success criteria and failure thresholds that will gate production deployment.
• D. Selecting the Claude model tier based on the architect's prior project experience before stakeholder input is collected.
• E. Facilitating stakeholder workshops to surface latency, accuracy, and compliance constraints before scoping begins.

A technical team is debating whether to implement a new capability for generating regulatory filings from internal data as a Claude Skill or as an MCP server. The capability requires a fixed authoring procedure with embedded examples, does not need to call live external systems, and must be portable across three Claude deployments: claude.ai, an internal API integration, and Claude Code.
Which factor most strongly favors implementing the capability as a Skill?

• A. The capability requires direct authentication against the corporate identity provider.
• B. The capability is procedural knowledge with no live external-system calls required.
• C. The capability must also be callable from a developer's command-line interface.
• D. The capability needs to query a live database for the most recent regulatory filings.

A Claude architect at a health services organization is defining evaluation metrics for a clinical-summary pipeline. The pipeline must remain within a per-query cost ceiling and must never surface patient data to unauthorized roles.
Which two metrics directly address these requirements? (Select two.)

• A. Per-query token cost measured against the defined cost ceiling
• B. BLEU score computed against a human-annotated reference summary set
• C. Response latency at the 95th percentile across a one-week sample window
• D. Throughput measured as successful requests processed per minute
• E. Role-based access-control enforcement rate measured on a red-team dataset

You are distinguishing functional from non-functional requirements during discovery.
Which item is a non-functional requirement?

• A. The system must classify inbound tickets into a defined set of categories.
• B. The system must respond at p95 latency under 800 milliseconds at the expected request volume.
• C. The system must produce a draft response that a human reviewer can edit before sending.
• D. The system must extract a defined set of specific fields from invoice attachments and populate a downstream data record.

You are building a feedback-and-alignment routine for a multi-stakeholder deployment.
Which two practices belong in the routine? (Select two.)
Each correct answer presents a complete solution.

• A. Record each session and distribute the recording to stakeholders who could not attend live.
• B. Rotate facilitation among the participating stakeholder groups to share ownership of the routine.
• C. Escalate any disagreement among stakeholders to the executive sponsor for binding resolution.
• D. Set a regular cadence for revisiting expectations and assumptions as conditions evolve over time.
• E. Reconcile divergent stakeholder positions explicitly rather than papering over them in the moment.