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 email✓ Yours to own✓ Use on every project✓ Built to ship results
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