Compare latency: What conclusion is supported? | AIGP
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Compare latency: What conclusion is supported?

AIGP Understanding How to Govern AI Deployment and Use Medium

The evidence supports a deployment tradeoff assessment, not choosing edge or cloud from one advantage.

The question

A housing administrator compares an edge model with a cloud model for a resident-service assistant. Edge testing shows faster responses during poor connectivity; the cloud model provides stronger centralized logging and easier updates. Low latency is mandatory, and governance also requires suitable security, maintenance, and human oversight. What conclusion is supported?

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  1. Run a controlled pilot with matched workloads and review procedures.
    A controlled pilot could produce useful evidence, but the observations themselves support a tradeoff analysis rather than mandate this particular validation design.
  2. Compare latency, security, maintenance, and oversight tradeoffs before selecting.
    The observations establish competing advantages, so selection requires evaluating both performance and governance controls in the intended setting.
  3. Adopt cloud because centralized logging proves stronger governance.
    Centralized logging supports accountability, but it does not prove that cloud processing satisfies the mandatory latency requirement or all other controls.
  4. Adopt edge because the latency requirement decides suitability.
    Edge may satisfy latency, but the evidence does not show that its security, maintenance, and oversight controls are adequate overall.
The trap
A mandatory constraint must be met, but it does not by itself prove that a deployment is suitable.

How to remember it

The evidence supports a deployment tradeoff assessment, not choosing edge or cloud from one advantage.

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Part of the Certsqill AIGP question bank · Understanding How to Govern AI Deployment and Use · Every answer, right and wrong, comes with its own explanation.