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There is a difference between prompts that produce content and prompts that produce conversions.
Most people writing prompts are writing for output volume. They want words on a page. They want a draft they can polish. They are thinking about content as a product to ship.
Operators thinking about revenue write prompts differently. They write prompts that produce specific commercial outputs. A landing page that converts at 4 percent instead of 1 percent. A cold email that gets a 12 percent reply rate instead of 2. A sales call follow up that closes 30 percent of warm leads instead of 8.
The difference is not the model. The difference is the prompt design. Today I am giving you six production grade prompts I run in my own business every single week. They are not novel. They are not clever. They are workmanlike. And they outperform the generic versions by a significant margin because they are tuned for commercial output.
Save these in a notes app, a Notion page, or a dedicated prompt library. Use them. Tune them to your business. Watch what happens.
Prompt One. The Customer Language Extractor
Before you write any sales copy, you need to know how your customers actually talk about their problem. Not how you talk about it. Not how your industry talks about it. How they do.
This prompt extracts the actual language patterns from raw customer data.
You are a research analyst studying customer language. Below are transcripts from sales calls, support tickets, and survey responses for a business that sells [your offer]. Your job is to identify the exact language patterns customers use when they describe four specific things.
One. The problem they are trying to solve, in their own words.
Two. What they have already tried and why it did not work.
Three. The result they want, in their own words.
Four. The objections or hesitations they bring up when considering a solution.
Pull direct phrases and short sentences. Group them by theme. Note which phrases come up most often. Do not paraphrase. Use the customer's exact words.
Data follows:
[paste 5 to 15 transcripts, tickets, or survey responses]
Run this on the last 90 days of customer conversations. Read the output. You will be embarrassed at the gap between how your customers describe their problem and how your website describes it.
Then update your copy to use their language. Conversion rates move within 30 days. Reliably.
If you do not have call transcripts handy, Fathom records and transcribes every call you take. Pull the last month's worth, paste into the prompt, run it.
Prompt Two. The Sales Page Tightener
Most sales pages are 30 percent too long. They have warm up paragraphs that should be one line. They have feature lists that repeat the same point three ways. They have testimonials wedged in awkwardly. They have headlines that feel safe but say nothing.
This prompt is a brutal editor. It will not change your voice. It will not change your offer. It will just cut.
You are a conversion focused editor reviewing a sales page for cuts. Your job is to make this page convert better by removing what does not earn its place. Apply these rules in order.
Rule one. Cut any sentence that does not directly help the reader make the decision to buy or not buy.
Rule two. Replace any abstract claim with a specific one. If I write "saves hours," change it to "saves three to six hours a week." If a specific number is not in the original, flag it for me to add.
Rule three. Replace any feature description with a benefit description. Features are what the product does. Benefits are what the customer gets.
Rule four. Cut transition phrases and warm up sentences. Get to the point.
Rule five. Preserve the voice exactly. Do not change the tone. Do not introduce new vocabulary.
Return two versions. Version one shows the original with proposed cuts marked in brackets. Version two shows the cleaned version with all cuts applied. Total length of version two should be 30 to 40 percent shorter than the original.
Page follows:
[paste your current sales page]
The first time you run this you will fight some of the cuts. That is normal. Save the cuts you fight. Implement the cuts you do not. Test the new page for 30 days. The data will settle most arguments.
Prompt Three. The Cold Email Generator
Cold email gets a bad reputation because most cold email is bad. Generic. Self centered. Obviously templated. The good cold email outperforms the bad cold email by a factor of five to ten in reply rate, because it is targeted, specific, and reads like a human wrote it for a specific person.
This prompt produces that kind of email.
You are writing a cold email to a prospect. Your goal is a one sentence reply from the prospect, not a sale. The structure has five parts.
Part one. Subject line. Eight words or fewer. Specific to the prospect. No clickbait. No urgency words.
Part two. Opening line. One sentence that proves you researched the prospect specifically. Not "I saw your LinkedIn" generic. Something specific to a post they made, a company decision they announced, or a problem their industry is facing right now.
Part three. The bridge. One to two sentences that connect what you noticed to a problem worth solving. Not your offer. Their problem.
Part four. The micro offer. One sentence proposing a low commitment next step. A 15 minute call. A short audit. A specific resource. Never "jump on a call to discuss synergies."
Part five. The signoff. One line. Your first name only.
Constraints. Total email must be under 90 words. No bullet points. No bold. No emoji. No links other than a calendar booking link if requested.
Prospect details follow:
Name: [name]
Company: [company]
Role: [role]
Recent activity: [paste 2 to 3 things they have said or done recently]
Their likely problem: [your hypothesis]
Your offer in one sentence: [your offer]
Run this for every cold outreach you send. The 90 word limit is non negotiable. Long cold emails do not work. Short ones do.
For enriching prospect data automatically before you run this prompt, Clay is the tool. You paste a list of LinkedIn URLs and it pulls company size, recent funding, recent posts, role tenure, and more. That enriched data is what makes part two of the prompt land.
Prompt Four. The Email Sequence Architect
Most operators write email sequences one email at a time. They write email one, then a week later they write email two, then they stall out on email three and the sequence sits half built for six months.
This prompt architects the entire sequence in one session so you can write it all at once.
You are designing a five email welcome sequence for new subscribers to a newsletter or lead magnet. Each email has a distinct role in the sequence and a specific psychological move it makes on the reader.
Email one. Sent immediately. Role is delivery and orientation. The reader gets what they signed up for plus a single line about what to expect from the publication going forward.
Email two. Sent 48 hours later. Role is credibility. A specific story or case that proves you know what you are talking about. No pitch.
Email three. Sent on day five. Role is utility. A free, useful framework or resource that the reader can apply immediately. Still no pitch.
Email four. Sent on day eight. Role is invitation. The first soft mention of the paid product, in the context of solving a problem the reader has likely encountered if they read the first three emails.
Email five. Sent on day twelve. Role is direct offer. The full case for the paid product. Specific outcomes. Specific price. Specific guarantee. Specific call to action.
Output. Give me subject lines and full body copy for all five emails. Match the voice from the sample below. Each email under 350 words. The transition between emails should feel natural, not templated.
Business context: [one paragraph about what you sell and to whom]
Voice sample: [paste 200 to 400 words of writing that sounds like you]
Paid product details: [name, price, key outcome, CTA keyword if applicable]
Run this once. Get five emails drafted. Polish them over two days. Schedule the sequence on Beehiiv. It runs forever. Every new subscriber goes through it. Every one of them is being warmed toward your paid offer in their first two weeks.
Prompt Five. The Objection Crusher
When a prospect almost buys but does not, they leave behind clues. The hesitation in the comments. The "let me think about it" reply. The forum post they wrote a week later about why they passed on tools like yours.
Most operators ignore these signals. Smart operators harvest them and build objection responses into their sales pages, sales calls, and onboarding flow.
You are a sales strategist analyzing buyer objections. Below are the top five hesitations that prospects bring up about [your offer] before they decide to buy or not buy. For each objection, give me three things.
One. The honest reframe. Acknowledge what is true about the objection. Do not gaslight the prospect by pretending the concern is not valid. Show that you understand it.
Two. The evidence response. Specific proof that addresses the concern. Numbers, case studies, guarantees, mechanism explanations. Whatever fits.
Three. The conversational handler. Three to five sentences a salesperson could say on a call when this objection comes up live. Conversational tone. Confident but not pushy.
The five objections are:
1. [objection one in the prospect's own words]
2. [objection two]
3. [objection three]
4. [objection four]
5. [objection five]
The output of this prompt becomes the FAQ section of your sales page, the objection bank for your sales calls, and the basis for the next 30 days of your content. Customer hesitations are the most actionable content ideas you will ever find. The fact that they hesitated means hundreds or thousands of others have the same hesitation and are not asking out loud.
Prompt Six. The Offer Audit
This is the prompt I run quarterly on every offer in my business. It exposes the parts that are working, the parts that are quietly underperforming, and the parts that need rewriting.
You are an offer strategist reviewing a commercial offer for clarity, specificity, and commercial appeal. Below is the offer details, the current sales page, and the last 90 days of performance data. Identify the following.
One. The core promise of the offer in one sentence. State it as you understand it from the materials.
Two. The clarity score. Rate each of these on a scale of 1 to 10. The promise. The deliverables. The price and what is included. The guarantee. The next step the buyer takes after purchase.
Three. The friction points. List the three things in the sales page or the offer structure that are likely costing you conversions right now. Be specific. "The price is hidden until the third scroll" is specific. "The page could be clearer" is not.
Four. The strengths. List the three things working in your favor. These are the elements to lean into harder, not change.
Five. The top three changes I should make in the next 30 days, ranked by likely impact on conversion.
Offer details: [paste offer description, deliverables, price, guarantee]
Sales page: [paste current sales page copy]
Last 90 days performance: [paste any data you have on traffic, conversion, refund rate, customer feedback]
Run this once a quarter on every paid offer. It will surface things you have stopped seeing because you have looked at the same page too many times. The output is a 30 day action list. Implement two of the three items. Watch conversion move.
How to Actually Use These
The prompts only work if you actually save them, tune them, and use them.
Save them in a single place. A Notion page, a Google Doc, a dedicated prompt vault file. One source of truth.
Tune them to your business in your first week. Replace the placeholder text with your actual business context. Save the tuned versions. Do not run the generic versions every time.
Use them on a cadence. The customer language extractor every 90 days. The sales page tightener once per page, when you first build it and again 60 days later. The cold email generator any time you send outreach. The email sequence architect when you launch a new lead magnet. The objection crusher when conversion stalls. The offer audit quarterly.
If you want my full prompt vault, with 22 production prompts covering offers, content, automation, customer research, and operations, plus the exact filled in examples for each, that is part of the AI Workflow Blueprint at $47. Reply BLUEPRINT.
If you want me to help you build a custom prompt library for your specific business, with the tuning sessions to make sure every prompt actually produces output you would ship without editing, that is the AI Business Accelerator at $97. Reply ACCELERATOR.
Tomorrow we go to the tool review. The single biggest question I get from readers is which AI model they should actually use for daily work. We are doing the head to head test you have been waiting for.
For today. Save these six prompts. Tune the customer language extractor. Run it before this weekend. The output will change how you write everything next week.
Jordan
The AI Newsroom | Jordan Hale | ainewsroomdaily.com
10x the context. Half the time.
Speak your prompts into ChatGPT or Claude and get detailed, paste-ready input that actually gives you useful output. Wispr Flow captures what you'd cut when typing. Free on Mac, Windows, and iPhone.