Give the model a role and a room
Prime a model with a useful role, audience, situation, and constraints before asking for output.
Role plus context is the fastest way to narrow the model's judgment. A role answers: whose expertise should guide this? A context answers: what situation is this expertise working inside? Bad role: "You are a world-class genius marketer." Better role: "You are a lifecycle marketing manager for a $20M ARR B2B SaaS company." Bad context: "We need growth." Better context: "Activation is flat at 37%, the onboarding email gets 18% clicks, and Sales says new admins do not understand the first setup step." The model does not need drama. It needs a professional vantage point and the constraints that change…
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