10 patterns that 10× any LLM output

prompt-engineering-cheat-sheet · library
Categories
10 high-leverage patt…
Before/after examples
Universal stack-the-p…
Free
Prompt
Act as a [role] for [business].
Goal: [outcome] · tone: [voice]
Output: a ready-to-ship [asset].
Copy promptruns in Claude · ChatGPT · Gemini

How it works

1
Pick the prompt
2
Fill the brackets
3
Run in any LLM
4
Get pro-grade output

Why it beats the alternative

This product
Writing prompts from scratch
Time to output
Seconds — fill the brackets & run
Hours staring at a blank box
Quality
Proven, pro-grade, repeatable
Hit-or-miss, inconsistent
Coverage
Every job already written
Reinvent each one yourself
Ownership
Reuse on every client
One-off each time

How it actually works

Exactly what it does — and when.

1For vague outputs like 'write a blog post' → it shows the before/after where adding role+goal produces a targeted draft, using the example prompt 'Act as a B2B copywriter, write a 300-word LinkedIn post about SaaS churn.'
2For controlling structure and format → it uses output-shaping to constrain replies to JSON or bullet points, using explicit delimiter instructions like 'Return ONLY valid JSON with keys: title, summary, tags.'
3For tasks where the model guesses intent → it applies one-shot prompting by embedding a single concrete example, using a labeled input/output pair separated by clear delimiters.
4For multi-step reasoning that degrades when rushed → it chains drafts by requesting an outline first, then a draft, then a critique pass, using sequential prompts on models like GPT-4 or Claude.
In practice · Fixing a rushed AI draft

A marketer pastes their existing prompt into the universal template, layers on the chain-of-drafts pattern for a product launch email, and gets a structured outline before the full draft. The before/after examples show exactly why the original prompt returned generic filler, so they know which pattern to grab next time.

Use it to…

10 high-leverage patterns

10 high-leverage patterns

Before/after examples

Before/after examples

Universal stack-the-patterns

Universal stack-the-patterns template

The shift it creates

Without it
  • Staring at a blank prompt box
  • Generic, inconsistent output
  • Rewriting the same prompts daily
With it
  • Apply role+goal, output-shaping, one-shot, and chain-of-drafts to turn fuzzy prompts into precise, ready-to-use answers on the first try
  • See exactly what changes with a before/after example for every pattern
  • Stack patterns with the one universal template across ChatGPT, Claude, Gemini, or any model you already use

What's inside

10 high-leverage patterns
Before/after examples
Universal stack-the-patterns template
Free — no email, no payment

Questions, answered

Free · no emailYours to ownUse on every projectBuilt to ship results

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Prompt Engineering Cheat Sheet