Short Answer

Evaluating Prompts for a Complex Business Task

A startup founder wants to use a large language model to help draft a comprehensive business plan for a new company that sells artisanal, eco-friendly dog toys. They are considering two approaches for their initial prompt.

Prompt A: TASK: Generate Business Plan; PRODUCT: Dog Toys; KEY_ATTRIBUTES: [artisanal, eco-friendly]; TARGET_AUDIENCE: [millennial dog owners]; SECTIONS: [Executive Summary, Market Analysis, Marketing Strategy]

Prompt B: Imagine you are a seasoned business consultant. I need your help drafting a business plan for a new venture. We're creating a line of high-quality, artisanal dog toys made from 100% recycled and sustainable materials. Our target market is environmentally-conscious millennial and Gen Z dog owners who view their pets as family members and are willing to pay a premium for ethical, durable products. The plan should have a warm, mission-driven tone but be grounded in solid market analysis. Please outline an executive summary, a detailed market analysis focusing on our niche, and a creative marketing strategy that leverages social media influencers in the pet space.

Which prompt is more likely to generate a high-quality, nuanced business plan, and why? Explain your reasoning based on the principles of instructing a language model for complex tasks.

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Updated 2025-10-06

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