Most "prompt generators" are one textarea and a single template with {topic} glued onto the end. That produces a blob of text. A structured prompt produces a document with a predictable shape, so you can hand it to a model (or a junior dev) and get the same sections back every time.
I spent some time this week extracting the actual template set out of a live generator to see how it is built. This is the full teardown — including the parts that are worth copying and the one I would fix.
What I was looking at
The live demo is on the Aura Pro landing page. It is not a mockup: it runs a real PROMPT_TEMPLATES object in the page's own script, with eleven categories, each mapping to a full prompt string. I pulled the script, executed it locally, and dumped what each category actually emits. No guessing — the numbers below are from the running code.
The headline finding: every one of the eleven templates has the same skeleton.
Role -> You are an expert <role>
Task -> Your task is to <verb>: <topic>
Requirements-> 6 numbered constraints
Output Format-> 5-7 named sections
Closer -> Start by analyzing <topic> and provide...
The role and the output format change per category. The discipline does not.
The eleven categories and what they actually ask for
I ran each template with the same topic — onboarding email for a SaaS trial — and recorded the ## Output Format block. This is the real output:
| Category | Sections returned |
|---|---|
| Build | Overview, Tech Stack, Architecture, Implementation Steps, Code Examples, Challenges & Solutions, Timeline |
| Write | Title/Headline, Introduction, Body, Conclusion, Word count target |
| Design | Design Goals, User Flow, Visual System, Layout, Interactions, Accessibility |
| Learn | Learning Objectives, Prerequisites, Module 1-3 (Foundations/Intermediate/Advanced), Exercises, Resources |
| Marketing | Target Audience, Value Proposition, Positioning, Channels & Tactics, Content Strategy, KPIs, Budget |
| Business | Executive Summary, Situation Analysis, SWOT, Objectives, Action Plan, Risk Assessment, Success Metrics |
| Personal | Goal Clarity, Why It Matters, Action Steps, Mindset, Tools & Resources, Timeline, Accountability |
| Finance | Current Situation, Key Concepts, Analysis, Recommendations, Risk Management, Tax Implications, Tools |
| Legal | Disclaimer, Legal Overview, Key Issues, Action Steps, Contracts/Documents, Red Flags, When to See an Attorney |
| Debug | Problem Statement, Environment, Diagnostic Steps, Likely Causes, Solutions, Prevention, Tools |
| Analysis | Executive Summary, Methodology, Data & Evidence, Key Insights, Implications, Recommendations, Limitations |
Two things stand out.
Write is the outlier. Five sections where the others have six or seven. It is also the only one whose last bullet is not a deliverable — Word count target is a constraint, not a section you can read. If I were maintaining this set, that is the one I would expand.
Legal leads with a disclaimer. First bullet: This is informational, not legal advice. That is a deliberate guardrail and it is the correct call for any template that touches contracts or regulation.
The requirements block is where the quality lives
The output format tells the model what to hand back. The requirements block tells it how to work. Compare two:
Build
- Provide a clear, step-by-step technical plan for implementing this
- Specify the tech stack, frameworks, and tools needed
- Break down the architecture into components/modules
- Include code snippets for the most critical parts
- List potential challenges and how to solve them
- Estimate time and complexity
Marketing
- Define the target audience and buyer personas
- Craft a unique value proposition and positioning
- Outline a multi-channel marketing strategy
- Include specific tactics and campaign ideas
- Define KPIs and success metrics
- Provide a budget allocation framework
Six requirements each, no filler. Note that neither says "be comprehensive" or "write a good prompt". They name a type of artifact: a plan, a tech stack, personas, KPIs, a budget. That is the whole trick — the requirements are verbs on nouns, not adjectives.
Which one do you actually use?
My working rule, from running these side by side:
- Build / Debug — when you want something you can execute or verify. Build gives you a plan and code; Debug gives you diagnostic steps and likely causes.
- Write / Design — when the output is the deliverable. Copy, or a design system.
- Learn — when you need to understand something, not do it. It returns modules and exercises.
- Business / Finance / Legal / Analysis — decision documents. These all end in recommendations, which is the point.
-
Personal — the odd one out. It is the only template with
MindsetandAccountability, and the only one with 30/60/90 milestones.
Try it before you judge it
The generator is live and free to test:
https://reggiebro.github.io/WorkflowAlpha.ai/landing/
Type a topic, pick a category, hit Generate, and read the ## Output Format block in the result. That block is the entire contract — if the sections are wrong for your use case, the prompt is wrong. You do not need to sign up or hand over an email to see the engine work.
The Android app behind it ships with all eleven categories working offline, Google Play Billing already wired, and a demo mode (isDemo=true) that unlocks every premium feature with no API key so you can verify the whole thing on a real phone before you pay. Full takeover tooling and buyer docs are included.
If you have your own prompt template set, I am curious which sections you consider non-negotiable in the output format. The six-requirements-plus-named-sections skeleton is simple enough to copy and it has held up better for me than any single mega-prompt.
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