A short prompt with a clever structural trick cuts through vague AI strategy advice and hands you a concrete, measurable action plan. That’s the core of what this post delivers, and it’s worth breaking down properly. The original poster, u/Glass-War-2768, shared it in r/PromptEngineering with a dead-simple pitch: force the AI to reverse-engineer success instead of winging a path forward.
The idea is elegant. Most people ask AI something like “help me build X” and get a broad, hedged response that reads like a Wikipedia summary. This prompt flips the frame entirely.
The Prompt (copy this exactly)
Here it is, word for word as the author shared it:
“You are a Success Specialist. Detail 7 distinct actions needed to create [Result] from scratch. Include technical requirements and a ‘done’ metric.”
That’s it. Replace [Result] with whatever outcome you’re chasing, and the structure does the rest.
Why This Works
There are three separate techniques stacked inside this short prompt, and each one pulls real weight.
Role assignment. Calling the AI a “Success Specialist” isn’t just flavor text. Role framing shifts the model’s response posture. Instead of a generalist overview, you get a response oriented around outcomes and execution. The role signals: prioritize results, not background.
Forced specificity through a number constraint. Asking for exactly 7 distinct actions prevents the AI from bundling vague advice into one or two bloated paragraphs. The number forces it to separate, name, and articulate each step individually. You end up with structure you can actually work from.
The “done” metric requirement. This is the sharpest edge in the prompt. Asking for a completion criterion on each action converts fuzzy steps into testable checkpoints. “Set up your database” becomes “Set up your database; done when you can run a test query and return results without errors.” That’s a meaningful upgrade in output quality.
Together, these three levers push the AI away from abstract strategy and toward a practical build sequence. The author frames it well: this makes abstract goals actionable.
Breaking Down Each Part
- “You are a Success Specialist” sets the role and outcome orientation
- “Detail 7 distinct actions” forces granularity and prevents vague bundling
- “needed to create [Result] from scratch” anchors the response to a specific starting point: zero
- “Include technical requirements” adds depth; you get tools, skills, or dependencies, not just tasks
- “and a ‘done’ metric” turns each action into a verifiable checkpoint
Every word is load-bearing. Nothing in this prompt is decorative.
Use Cases
This works well in a variety of contexts:
- 🛠️ Building a product or feature from the ground up
- 📈 Launching a new channel, campaign, or content strategy
- 🎯 Planning a personal project with a clear outcome (e.g., “create a portfolio site that lands freelance clients”)
- Learning a skill with a concrete proficiency target
- Restructuring a workflow around a specific deliverable
Anywhere you have a defined result and need a sequenced, testable path to reach it, this prompt holds up.
Prompt of the Day
“You are a Success Specialist. Detail 7 distinct actions needed to create [Result] from scratch. Include technical requirements and a ‘done’ metric.”
Two variations worth trying:
- Swap the number to match your context. Seven is arbitrary. If you’re planning something complex, try 10 to 12 actions. If you want a quick sprint plan, ask for 5. The number constraint is the mechanism; tune it to your scope.
- Add a time constraint for urgency. Try appending “Assume a 30-day timeline” or “Prioritize actions that can be completed in a weekend” to force the AI to think about sequencing and effort, not just what needs to happen, but when.
Both variations keep the core structure intact while giving you more control over the output format.
One Thing to Watch
The prompt works best when [Result] is specific. “Build a SaaS product” is too broad; you’ll get generic output. “Build a waitlist landing page that captures 100 email signups” is tight enough to generate real, scoped actions. Sharper input, sharper output.
The community reaction in the thread was light, but the prompt itself is solid prompt engineering compressed into one sentence. Head over to the original r/PromptEngineering post by u/Glass-War-2768 to see the full discussion and share your own variations.
The ‘Success Specialist’ Prompt: Reverse-engineering the win.
by u/Glass-War-2768 in PromptEngineering