Prompting for outcomes

You already know what great output looks like. Now learn to communicate that to AI. You'll master outcomes-based prompting—describing what success looks like, not just steps—and transform how every playbook you build performs.

About this course

You know great output when you see it. The challenge is translating that instinct into instructions AI actually understands. Right now, you might be writing prompts like step-by-step task lists—but that's not how strategic thinking works. You think in outcomes. This course teaches your AI to understand that language. You'll learn the Jobs-to-be-Done framework: a powerful structure for outcomes-based prompting that focuses on the 'what,' 'who,' and 'why' so WRITER can figure out the 'how.' You'll discover the AI Sweetspot—four filters that tell you exactly when a task is the perfect candidate for automation (repetitive, data-rich, rules-based, and time-consuming). And you'll practice transforming real, messy scenarios into clear, powerful prompts that produce consistent, high-quality results every time. The best part? You don't need perfect prompts to start. You'll learn how to start rough, iterate conversationally with WRITER, and refine your way to something great—because that's exactly how real power users work.

Audience

You've built your first playbook and you're ready to make it dramatically better. This course is for anyone who wants to move from 'decent AI output' to 'this is exactly what I needed.' Whether you're a marketer, strategist, or operations professional, you'll leave with a practical framework that makes every prompt you write more powerful—and every playbook you build more effective. No additional technical knowledge required beyond completing Course 1.

Duration

15 min

Learning objectives

You will:

Master outcomes-based prompting—describing success rather than steps—and understand exactly why this approach gets dramatically better results from AI
Learn the Jobs-to-be-Done framework and apply it to write clear, outcomes-focused prompts for any scenario
Identify the AI sweet spot: the four task characteristics that make automation a perfect fit
Practice transforming real, messy scenarios into powerful, outcome-focused prompts
Build confidence to start rough, iterate conversationally with WRITER, and refine your way to consistently great results

About the instructors

Ashley Kennedy

Principal Learning Experience Designer

At WRITER, Ashley Kennedy designs next-generation AI education that bridges technical complexity and human understanding. As Principal Learning Experience Designer, she builds programs that make GenAI genuinely actionable — translating technical concepts into confident, applied practice. Her 20 years in film and video anchor that work in deep creativity and storytelling.

David Herbert

Lead Learning Experience Designer, Enterprise AI

David Herbert is Lead Learning Experience Designer, Enterprise AI at WRITER. He brings 12+ years of experience designing learning programs across edtech, media government, and enterprise AI, with a focus on helping people build practical skills through clear, hands-on learning experiences.

Sneak Peek

1 lessons