You are designing a human-in-the-loop validation workflow for a new Claude-based deployment and must complete the design steps before piloting the workflow.
Which two steps must be completed BEFORE piloting the workflow with a representative subset of traffic?
(Select two.)
Each correct answer presents part of the solution.

• A. Identify the decision points in the pipeline that require human oversight by impact and reversibility.
• B. Define the sampling strategy and the escalation criteria at each oversight point in the pipeline.
• C. Document the workflow with check criteria, escalation paths, and service-level agreements (SLAs) for each step.
• D. Iterate the workflow design based on observed pilot findings before broader rollout to production.
• E. Onboard the reviewer pool with role-specific training on the check criteria and escalation procedures.

A solutions architect is analyzing stakeholder feedback collected after the first quarter of a Claude-powered procurement automation deployment. The feedback includes four statements: (1) "Our procurement team is processing 3x more purchase orders per analyst per day." (2) "We have eliminated the manual data entry role entirely and redeployed those staff to vendor relationship management." (3) "The API integration costs are running 40% over the projected per-transaction budget." (4) "Response latency during end-of-month batch runs is averaging 11 seconds, against our committed 5-second SLA." Which of the following correctly identifies the primary business value pillar each stakeholder statement represents?

• A. Statement 1: Transformation; Statement 2: Productivity; Statement 3: Solution Cost; Statement 4:
  Efficiency
• B. Statement 1: Efficiency; Statement 2: Productivity; Statement 3: Performance SLA; Statement 4:
  Solution Cost
• C. Statement 1: Productivity; Statement 2: Efficiency; Statement 3: Solution Cost; Statement 4:
  Performance SLA
• D. Statement 1: Efficiency; Statement 2: Transformation; Statement 3: Solution Cost; Statement 4:
  Performance SLA

You are comparing two configurations for an internal compliance Q & A assistant. Configuration X reduces top-k retrieval and uses a lighter model, lowering p95 latency by 38 percent while producing a measured 2 percent reduction in the accuracy benchmark. Configuration Y retains the existing top-k retrieval setting and heavier model, with unchanged p95 latency and no measurable change in accuracy. The deployment's stated priorities are accuracy first and latency second.
Which configuration is the better recommendation?

• A. Configuration X, because lower latency generally matters more than accuracy, regardless of the deployment's stated priorities.
• B. Configuration X, because the 2 percent accuracy reduction falls within normal benchmark variance and is not a meaningful regression.
• C. Configuration X, because a 38 percent latency improvement outweighs a 2 percent accuracy reduction as a general rule across compliance deployments.
• D. Configuration Y, because the deployment's stated priority is accuracy first, and Configuration X produces a measured reduction in accuracy.

You are evaluating a Claude-based deployment for adherence to a specific regulation.
Which two steps must be completed BEFORE mapping deployment data flows to specific regulatory clauses?
(Select two.)
Each correct answer presents part of the solution.

• A. Schedule the remediation work with the engineering team based on the prioritized gap findings.
• B. Inventory the vendor-provided compliance tooling and confirm which compliance affordances are in place.
• C. Compare the in-place controls against the regulatory requirements to identify any compliance gaps.
• D. Identify the applicability of the regulation based on data types, jurisdiction, and audience.
• E. Document the identified gaps along with recommended remediations and residual risk for sign-off.