Use-case assessment: Which AI life-cycle stage | AIGP
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Use-case assessment: Which AI life-cycle stage does this control primarily target?

AIGP Understanding the Foundations of AI Governance Medium

Evaluating appropriateness before any data or build work is the use-case-assessment stage.

The question

An organization wants a policy control that ensures every proposed AI use case is evaluated for appropriateness and justification before any data is collected or model built. Which AI life-cycle stage does this control primarily target?

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  1. Deployment and monitoring, because reviewing an application's appropriateness is chiefly a matter of watching the system's behavior after it goes live in production.
    Plausible but wrong: this stage occurs after build and release, not before data collection.
  2. Use-case assessment, because it evaluates whether a proposed AI application is appropriate and justified before any data acquisition or model development begins.
    Correct: judging appropriateness before building is precisely the use-case-assessment stage.
  3. Incident management, because assessing whether a use case should proceed is fundamentally the same activity as responding to and remediating operational AI failures.
    Plausible but wrong: incident management addresses failures during operation, not pre-build appropriateness.
  4. Training and testing, because determining whether a use case is justified is primarily accomplished by evaluating model accuracy on held-out validation datasets.
    Plausible but wrong: training and testing occurs after a use case is approved and data is gathered.
The trap
Confusing pre-build use-case assessment with later testing or monitoring stages.

How to remember it

Evaluating appropriateness before any data or build work is the use-case-assessment stage.

How many of these would you get right?

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