Specifying the concrete problem: Which step most directly reflects defining the business context and use case

Defining the use case means specifying the concrete problem, users, outcomes, and constraints for the system.

The question

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1. Selecting the model architecture and compute budget that will most likely deliver the strongest accuracy.

   Almost right but premature; architecture selection follows once the use case and constraints are defined.
2. Drafting the marketing narrative that will position the new AI capability against competing product offerings.

   Almost right as an eventual task, but positioning is not defining the system's problem, users, and outcomes.
3. Specifying the concrete problem, intended users, outcomes, and constraints the AI system must satisfy. ✓

   Defining business context/use case means articulating the specific problem, users, outcomes, and constraints.
4. Provisioning the data pipeline and labeling workflow so training can begin as early as is practically possible.

   Plausible but data pipeline setup is downstream of clarifying what problem the system is meant to solve.

How to remember it

Defining the use case means specifying the concrete problem, users, outcomes, and constraints for the system.

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