Reusable Task Prompt Builder
Get a copy-ready prompt with clear inputs, task-specific instructions, output rules, and checks for common failures.
Before & after
Same prompt, same agent — the only difference is the skill.
You could structure a prompt using different frameworks depending on what you're trying to do. There are formulas like AIDA, PAS, and BAB that work for copywriting. You'd define your goal, your audience, and what you want the output to look like. Using a framework helps ensure you cover all the important angles. You'd probably want examples of what good output looks like so the AI can match your style. Different prompts work for different tasks, and having a library of templates is useful.
I'll generate a production-ready ad copy prompt using 10 proven frameworks tailored to your campaign goal. FRAMEWORK SELECTION Based on your goal (drive awareness, generate leads, drive conversions, build brand), I'll choose the best frameworks: For awareness: ATTENTION-INTEREST-DESIRE-ACTION (AIDA) For leads: PROBLEM-AGITATE-SOLVE (PAS) For conversions: BEFORE-AFTER-BRIDGE (BAB) For emotion-driven ads: STORY-STAKES-SHIFT (SSS) FRAMEWORK OUTPUT: BAB EXAMPLE (Conversion focus) Goal: Sell premium productivity software to small business owners Audience: Owners who feel overwhelmed by manual tasks BEFORE STATE "You're drowning in spreadsheets, switching between apps, losing 10 hours a week to admin." AFTER STATE "Automate your workflows. Reclaim 10 hours/week. Track revenue and team in one dashboard." BRIDGE "Join 50,000 businesses who ditched spreadsheets. 7-day free trial, no credit card required." PROMPT GENERATED FOR YOUR USE "You are a copywriter for small business owners aged 35-55 who manage teams of 3-10 people. Write a 100-word Facebook ad for our product that: (1) Emphasize time-saving, (2) Address spreadsheet pain, (3) Show one dashboard benefit, (4) End with CTA: 'Start free trial' (5) Tone: clear, direct, no hype" CUSTOMIZATION Adjust framework by campaign (product launch, webinar signup, customer retention) Target audience details (age, role, pain point) Output length (tweet, ad copy, email subject) Tone (formal, casual, playful, urgent) DELIVERABLE Structured, ready-to-use prompt + 3 alternative framings for A/B testing.
About this skill
Your prompt works once, then produces generic copy, changes the format, or fills gaps with invented facts. This skill turns a task description or unreliable prompt into a reusable instruction set with defined inputs, concrete quality rules, and predictable handling of missing information.
What it does
- Selects from ten task structures for generation, analysis, extraction, comparison, transformation, and other recurring jobs.
- Diagnoses prompt failures such as conflicting instructions, weak examples, missing evidence rules, and undefined success criteria.
- Separates fixed instructions from the information you replace each run.
- Builds task-specific safeguards for ad claims, email commitments, SEO assumptions, and financial calculations.
- Supplies small test cases and observable checks for prompts that need to work repeatedly.
What you get
A copy-ready prompt, a short explanation of the important design choices, and any assumptions needed to use it. For prompt repairs, you also get the diagnosed failure and checks for whether the revision fixes it.
Best for
Marketers, freelancers, analysts, and operators who repeatedly ask AI to produce ads, emails, content outlines, summaries, or evidence-based analysis.
SKILL.md preview
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name: reusable-task-prompt-builder
description: Builds or repairs reusable task prompts by defining the input contract, selecting a task structure, specifying evidence and output rules, and adding observable acceptance checks. Use when the user says "build me a prompt", "make this prompt reusable", "my prompt keeps giving generic answers", "it keeps making up details", "fix this prompt", "write a prompt for SEO outlines", "I need consistent email drafts", or "use a role-context-task-format framework".
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# Reusable Task Prompt Builder
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