The difference between a mediocre AI output and a genuinely useful one is almost never the model. It's the prompt. Most people write prompts the way they'd send a lazy text message — and then wonder why the output is generic and shallow.
This guide gives you the framework that produces consistently excellent output from Claude, ChatGPT, or any other AI — specifically for business use cases.
The core insight: AI models are incredibly capable but they have no context about you, your business, your customer, or what "good" looks like for your specific situation. Your job is to provide that context — explicitly, not implicitly.
The CRAFE Framework
Every effective business prompt has five components. You don't need all five every time — but the more you include, the better the output.
C
Context — Who are you? What's the situation?
Give the model the background it needs to calibrate its response. Your industry, your audience, your constraints. Don't assume it knows.
Instead of:"Write an email to a customer."
Use:"I run a boutique bookkeeping firm serving e-commerce businesses with $500K–$5M in annual revenue. A client just missed their third deadline for sending us source documents. I need to send a firm but professional follow-up email."
R
Role — What expert should it be?
Assigning a role dramatically improves output quality. "You are a..." primes the model to draw on relevant knowledge and tone.
Examples:"You are an experienced B2B copywriter who specializes in SaaS."
"You are a senior operations consultant specializing in small service businesses."
"You are a direct response copywriter who writes high-converting email sequences."
A
Action — What exactly do you want?
Be specific about the deliverable. "Write," "Summarize," "Rewrite," "List," "Analyze," "Compare" — be explicit. Vague requests get vague outputs.
Weak:"Help me with my email."
Strong:"Write a 150-word follow-up email. Subject line should create urgency without being aggressive. Include one clear call to action."
F
Format — How should it be structured?
Tell the model exactly how you want the output formatted. Length, structure, tone, headers, bullet points or prose — specify it.
Format examples:"3 bullet points, each under 20 words."
"A 5-section blog post with H2 headers, conversational tone, no jargon."
"A table with columns: Tool | Cost | Best For | Skip If."
"Write in the same tone as this example: [paste example]"
E
Examples — Show, don't just tell
Pasting an example of what "good" looks like is often the single most powerful thing you can do. The model will match style, tone, length, and structure automatically.
Usage:"Here's an example of the tone I want: [paste example]. Write the new version in this same style."
Before and After: Real Examples
❌ Weak Prompt
"Write me a social media post about my new product."
✅ Strong Prompt
"You are a copywriter specializing in B2C e-commerce. Write a LinkedIn post announcing our new project management template for construction companies. 150 words max. Lead with a problem, offer the solution, end with a soft CTA. Professional but not corporate."
❌ Weak Prompt
"Summarize this document."
✅ Strong Prompt
"Summarize the key decisions and action items from this meeting transcript. Format as: (1) Decisions Made, (2) Action Items with owner and deadline, (3) Open Questions. Keep it under 200 words."
The 5 Most Useful Business Prompts (Ready to Use)
1. Turn a rough idea into a polished email
You are a professional business writer. Here are my rough notes: [PASTE NOTES]. Turn this into a clear, professional email under 200 words. Subject line should be specific and action-oriented. Use a direct, confident tone — no filler phrases.
2. Create a first draft from bullet points
You are an expert in [YOUR INDUSTRY]. Here are my key points in rough form: [PASTE BULLETS]. Write a polished [blog post / proposal / FAQ / sales page] from these points. Target audience: [DESCRIBE THEM]. Tone: [conversational / authoritative / friendly]. Length: approximately [X] words.
3. Improve existing copy
Rewrite the following copy to be more [clear / persuasive / concise / engaging]. Keep the core message but improve: flow, sentence variety, and impact. Don't change the facts. Flag anything that sounds weak or generic. [PASTE YOUR COPY]
4. Prepare for a difficult conversation
I need to [fire a client / turn down a request / deliver bad news / negotiate a contract]. Context: [DESCRIBE SITUATION]. Draft 3 different approaches — direct, diplomatic, and firm-but-kind. Include how I might handle the most likely pushback.
5. Build an SOP from memory
I'm going to describe a process we do regularly in my business. Turn it into a clear, step-by-step SOP that someone new could follow. Ask me clarifying questions if anything is unclear. Here's the process: [DESCRIBE IT IN YOUR OWN WORDS]
One Rule That Changes Everything
Iterate, don't restart. Your first prompt is a starting point, not a final request. After you get the first output, refine it: "Make it shorter," "Change the tone to be more direct," "The third paragraph is weak — rewrite it," "Add a specific example." Treat it like working with a junior employee — give feedback and iterate toward the result you want.
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