ChatGPT Prompts For Writing Sales Pages That Convert

The short version: ChatGPT can write you a decent sales page skeleton in about ten minutes if you feed it the right prompts in the right order, but it will never write you a page that sells until you correct its two worst habits: burying the offer and being polite about the price. Below are the prompts I'd use, in sequence, with a worked example and the fixes you'll need to make before you publish anything.

Why most ChatGPT sales pages fall flat

I've read a lot of AI-drafted sales pages over the past year, sent to me by people asking why they're not converting. They all have the same problem. They're well organised, grammatically clean, and completely toothless. ChatGPT writes like it's trying not to offend anyone, which is the opposite of what a sales page needs to do.

A sales page has one job: get someone who is already a bit interested to become someone who has paid. That means it needs friction removed, objections named out loud, and a price that's stated without a cushion of soft words around it. ChatGPT's default style adds cushions. Your job is to strip them back out.

Here's the uncomfortable bit nobody selling you a "10 prompts for perfect sales pages" post will say plainly: the prompt is maybe 30 percent of the result. The other 70 percent is you feeding it real detail about your actual buyer, their actual objections, and your actual pricing, then rewriting three or four sentences it will always get wrong. If you're hoping for a prompt that produces a finished, publishable sales page in one go, that prompt doesn't exist. What does exist is a sequence of prompts that gets you 80 percent of the way, fast, which is still a very good use of your afternoon.

The prompt sequence, in order

Don't ask ChatGPT for "a sales page" in one go. You'll get generic filler. Instead, build it in stages, the same way a real copywriter would.

1. The customer research prompt

Before you write a word of copy, get ChatGPT to help you think about the buyer.

• "I sell [product/service] to [specific audience]. List the top 10 reasons this person hesitates to buy, ranked from most common to least common, based on typical objections in this market."
• "Write 5 sentences this exact customer might say to a friend when explaining why they haven't bought yet."

This step matters more than any headline prompt. If ChatGPT doesn't understand who's hesitating and why, everything after this is guesswork.

2. The headline and hook prompt

• "Write 15 headline options for a sales page selling [product] to [audience]. Make half of them lead with the outcome and half lead with the problem. No question marks, no exclamation marks, no 'open up' or 'discover'."

That last instruction matters. Left alone, ChatGPT reaches for the same six words every AI tool reaches for. Ban them in the prompt and you get sharper output.

3. The offer clarity prompt

• "Write a single paragraph, no more than 60 words, that states exactly what someone gets, how fast they get it, and what it costs. No adjectives. Just the facts of the offer."

This is the paragraph most AI-written sales pages skip entirely, because ChatGPT would rather describe benefits in general terms than commit to a specific number. Force the number.

4. The objection-handling prompt

• "Using the objections list from earlier, write a short rebuttal for each one, in a direct, slightly blunt tone. No hedging language like 'we understand' or 'we know you might be thinking'."

5. The proof and credibility prompt

• "Write a section that explains why someone should trust this offer, using placeholders like [X clients], [X years], [specific result] where I need to insert my own real numbers."

Never let ChatGPT invent a testimonial, a client number, or a result. It will, if you let it, and it will sound entirely plausible, which is exactly why you shouldn't publish it. Use it as a placeholder generator, not a fact generator.

6. The call-to-action prompt

• "Write 8 call-to-action button variations, each under 5 words, that describe the action rather than a vague instruction like 'Learn More' or 'Get Started'."

A worked example

Say you run a small online course teaching freelance bookkeepers how to price their services. The course costs 297 pounds, it's a single 3 hour video module plus a pricing calculator, and your buyer is a freelance bookkeeper earning under 25,000 pounds a year who suspects they're underpricing but has no idea by how much.

You run the objection prompt first. ChatGPT gives you things like "I'm not experienced enough to charge more," "my clients will leave if I raise my rates," and "I don't know what other bookkeepers charge." Good, usable, realistic.

Then you run the offer clarity prompt. Its first attempt reads: "This transformative course will help you open up your true earning potential and finally charge what you're worth." Unusable. You rewrite the prompt to add "state the price and the format explicitly, no motivational language," and the second attempt reads: "A 3 hour video course plus a pricing calculator. Work out your correct hourly rate in one sitting. 297 pounds, lifetime access." That's the one you keep, because it tells the reader exactly what they're buying with no fluff wrapped around it.

Then for the objection section, ChatGPT's rebuttal to "my clients will leave if I raise my rates" first comes back soft: "It's understandable to feel nervous about this, but many bookkeepers find their clients stay loyal." You tighten the prompt to demand a blunter tone and get: "Some will. The ones who leave were paying you less than you're worth anyway. The ones who stay will respect you more for it." That version does the actual work of handling the fear rather than soothing it.

This is the pattern every time. First draft is soft and generic. Second draft, after you tell it explicitly what tone and constraint you want, gets usable. You still need to read every line and ask "would I say this to someone's face" before it goes live.

The prompt most people skip and shouldn't

Once you have a full draft, run this: "Read this sales page back and tell me which three sentences are the weakest, and why." ChatGPT is better at critiquing its own output than producing clean copy first time round. Ask it to mark its own homework and it will flag the vague adjectives, the repeated phrases, and the sentences that don't say anything, which is usually about a third of what it wrote you in the first place.

Follow that with: "Rewrite the pricing section three different ways: one direct and plain, one with urgency based on a real deadline I'll insert, one framed around cost of inaction." Then pick the one that suits your brand rather than defaulting to whichever came first.

Tone control prompts that change the output

If your drafts keep coming back sounding like every other AI-written page on the internet, the fix usually isn't a cleverer prompt, it's a tone instruction stapled to every single prompt you use. Try:

• "Write in short sentences. Vary sentence length deliberately. No corporate softening words."
• "Write as if explaining this to a smart friend over coffee, not presenting to a boardroom."
• "Cut any sentence that could appear on a competitor's page word for word. If it's generic, delete it and replace with something specific to this offer."

That third one is the most useful single instruction in this whole post. Generic sentences are the reason AI sales pages read like AI sales pages. Force specificity and the tone problem mostly solves itself.

Where the pricing section goes wrong

ChatGPT's instinct with price is to wrap it. It'll add "just," it'll add "only," it'll add "for a limited time" even when there's no actual deadline. Strip all of that out yourself, every time. If your price is 497 pounds a month, the page should say 497 pounds a month, not "an incredible value of just 497 pounds a month for everything you need to transform your business." That sentence tells the reader nothing and insults their intelligence a little.

If you're structuring pricing tiers, this prompt works well: "Lay out these three pricing tiers in a comparison format, one sentence per feature, no marketing language in the feature descriptions themselves, save any persuasive language for a single sentence underneath the table." Keeping persuasion out of the feature list and into one clearly marked sentence stops the whole table turning into noise.

How this fits with the rest of your funnel

A sales page rarely works alone. It's usually sitting at the end of an email sequence, or linked from a landing page, or the destination for a podcast mention. If you're building the whole chain, the same prompt discipline (research first, structure second, tone control third) applies whether you're working on landing page copy that sends traffic to the sales page, the emails that warm people up beforehand, or show notes that quietly mention the offer at the end of an episode. Treat the sales page as one piece of a sequence rather than a standalone document and your prompts get more useful because you're feeding ChatGPT context about what happened just before the reader arrived.

If you're selling physical or digital products rather than a service, the same research-first approach applies to your product descriptions, and if you're short on time generally, it's worth building a small library of your own reusable prompts the way I've laid out in this list for small business owners, because the sales page prompts above work better once you've got the habit of prompting for everything else in the business too.

When to stop prompting and get help

If you've been through four or five rounds of prompts and the page still reads flat, that's usually not a prompting problem, it's a positioning problem. ChatGPT can only sharpen what you give it. If your offer itself isn't clearly differentiated, no amount of tone instruction fixes that. At that point it's worth getting a second pair of eyes on the actual offer and funnel rather than the copy, and if that's the stage you're at, working with someone who does this for a living, such as an AI consultant for small business, tends to save more time than another round of prompt tweaking.

This guide is part of my ChatGPT Prompts and Limits: 30 Guides to Fun Prompts, Photo Edits and Daily Caps. To write your own, try the free prompt generator.

Frequently asked questions

Can ChatGPT write a whole sales page in one prompt?

It can produce something in one prompt, but it will be generic and full of soft, hedging language. A staged approach, research first, then offer, then objections, then proof, then call to action, produces something you can use without a full rewrite.

What's the biggest mistake people make prompting ChatGPT for sales copy?

Asking for the whole page at once instead of building it section by section, and letting ChatGPT invent testimonials, statistics, or client numbers that sound plausible but aren't true.

How do I stop my ChatGPT sales page sounding like every other AI sales page?

Add an instruction to every prompt telling it to cut any sentence generic enough to appear on a competitor's page, and always state your price and offer in plain numbers rather than wrapped in words like "just" or "incredible value."

Should I use ChatGPT for the pricing section too?

Yes, but check every draft for softening words around the price. ChatGPT's first instinct is to cushion a number with reassuring language, and that habit weakens the page more than almost anything else it does.

Where to check the details

• OpenAI's own platform documentation