Let’s be honest: if in 2025 you’re still manually writing Telegram posts, reformatting offers for pre-launch, and making reports in Google Sheets from scratch, you’re not a hero, you’re just overworked.
We at Leadpanda have seen dozens of cases where smart, experienced arbitrageurs and marketers burn out not because of the market, but because of the routine burn out. Because every morning they start with “rewrite this headline in three versions” and “make a report for the partner, but make it beautiful”. And so on every day.
And then – bam – someone shows you how to do the same task in 30 seconds in ChatGPT. Without water, with instructions, with examples, with the tone of voice you ask for. Simply because they know how to set the right prompt.
The power is not in “using AI” but in delegating the main things and not losing control.
This article is for everyone who wants to spend less time on “finishing, translating, reformulating” and more on analysis, testing, and growth.
Imagine that you have a junior marketer who you hired for a pittance, but who works 24/7, doesn’t complain about deadlines, doesn’t take vacations, and instantly completes tasks. The only “but”: this employee has no idea what exactly you want.
That’s why a prompt is not just “write something”, but a detailed, structured instruction that determines the quality of the result.
And this is where the magic begins. Because the way you formulate the task is the way you get the result.
If you formulate it clearly, you will get a text that can be published. If you formulate it “by feeling” – you will get something between an SEO essay and a motivational blog of 2015.
We checked. The same text on the GPT prefix can:
The difference is in one sentence of the promo.
Bad: Write a prelude about investing in crypto
Best: Write a pre-land article in the format of a news site (like Forbes) for an audience in Poland that is worried about inflation. The style should be informative, persuasive, and without water. The goal is to smoothly lead to a CTA for registering on a platform that offers to save money through bitcoin.
Do you see the difference? Prompt is not a command. It’s a delegation with context.
The word “prompt engineering” sounds like you have to be a techie, or at least a DevTo. But no. It’s just a skill of clearly formulating tasks, as if you were explaining to a colleague or freelancer what exactly needs to be done.
Here’s the basic structure of a good promo (it works 90% of the time):
For example:
Write a Telegram post in the Leadpanda style for the audience of arbitrageurs who are burning out. Structure: hook – short example – conclusion – light microCTA. No motivational water. As much as possible “to your own to your own.”</i
This promo gives you text that can already be inserted into the editor – and only slightly polished. And not rewrite from scratch.
When you say to ChatGPT:Write me something for the AI blog,
…GPT will indeed “write something”. But if you give it context, purpose, format, and framework, it becomes your assistant.
This is the key to automation: you don’t ask, you delegate.
In the next section, we will show you which prompts really save time in the daily work of an arbitrageur, marketer, and anyone who makes content, analytics, or communications.
With examples, structures, and screenshots. Because theory is good, but Ctrl+C – Ctrl+V is even better.
Let’s start with the simple stuff – something that hurts everyone who has ever collected a campaign report manually after 22:00 on Friday.
Yes, we also used to spend hours in the past to dig through raw numbers from the tracker, a table in Google Sheets, and scroll through the arrows to the right day, region, offer. And then write a summary for the manager/advertiser/yourself in the future – and think: “Maybe I should have gone to work in a library?”
Good news: ChatGPT and other AI services have long been able to do this for you.But on one condition: you know how to ask the right question.
The scenario is familiar: you have a report in a table with 300+ lines, you ran several GEOs at the same time, and you want to see where there is ROI, where there is a drawdown, and where something starts to work. It used to be done by hand. Now it’s GPT.
Prototype:
Here is a table with the results of advertising campaigns. Summarize the data by day and by GEO. Show the ROI as a percentage and highlight the lines where the ROI is below zero. Write a brief conclusion about what works and what doesn’t.
What you will get:
Life hack: if you have data in Google Sheets, just paste the content into the prompt, or paste a link and write: “Analyze the data from this table. I’ll give you access if you need it.”
Sometimes you need not numbers, but content. Especially if you need to write to an affiliate or send an update to your team. Or you just want to understand for yourself: “are we growing or just not falling?”
Protocol:
Summarize the main results of the advertising campaign for the last 7 days. Make a brief report in the format: 1) main metrics, 2) what has improved, 3) what has slipped, 4) recommendations for the next week.
What you will get:
That is, you will get an analyst level, without an analyst.
One of the most useful prompts. Because GPT can not only say “CTR has dropped” but also suggest why it happened.
Prompt:
The campaign has a 30% drop in CR. Here are the metrics: [insert CTR, CPC, conversions, GEO, creative]. Name the likely reasons for the drop, rank them by impact. Add what to test or change.
What you get:
This is not a substitute for in-depth analysis. But this is a very high-quality draft brief that will save you an hour of analytical “digging.”
No need to wait for the report “until the evening”. No need to ask a colleague to “look, please, why it’s not flying”. Just take the latest data, throw it into GPT, give the correct prompt, and in 2 minutes you will have feedback that you can use immediately.
This is not magic. It’s educated delegation of routine tasks.
The next section is even more interesting. We’ll move on to generating creatives, landing pages, prelends, and posts – everything that is on fire in arbitrage chats every day. And why GPT can become your free junior.
If the first pain of an affiliate is analytics, the second, no less severe one is daily creation of new text. Another headline. Another landing page. Another version of the same offer, but differently. In order not to get burned. In order not to lose conversion. In order not to look “like everyone else.”
This is where GPT comes in – not just as a text generator, but as a company content that can work in your style, in your niche, for your results. If you give it the right promo.
We tested dozens of options – and kept the ones that really save time, not create additional confusion.
Situation: there is a binding, there is a pre-land, but the creatives look like they were written by GPT in 2022. We need headlines that don’t look like school essays. And definitely not “Earn $10,000 in three clicks.”
Protocol:
Write 5 variants of headlines for a pre-land article on cryptocurrency topics aimed at Tier-2 audience (for example, Romania, Poland, Colombia). The style is informative, trustworthy, and without clickbait. The goal is to arouse interest and engage readers. The audience is people aged 30+ who are looking for stable financial opportunities.
What you get:
Real headlines that can be inserted into a banner, pre-roll or rollup. They sound like “yours for yours” and not like another template. If necessary, you can add clarifications: more numbers, more promises, more local context.
A classic gut feeling landing page looks like this: a before/after picture, three paragraphs about a “revolutionary product” and a “order now” button. In 2021, it was still flying. In 2025, it doesn’t. The audience has become smarter, creativity has become more complex.
One of the ways to stand out is to create a storytelling land. When you don’t “sell a jar”, but lead a person through a story. This not only increases conversion, it adds trust.
Product:
Write a landing page for a gut product (for example, a weight loss product) in a storytelling format. Start with the pain of the heroine (30+, lives in the city, doesn’t have time to go in for sports), show how she came across the product, what she felt while trying it, and how her life changed. End with a call to action. The style is emotional, but without pathos. Audience – women aged 30-45, Eastern Europe.
What you will get:
A ready-made landing page with a logical structure that can be adapted to the offer. If you make 2-3 variants of characters and change the CTA, you will have a full-fledged multisplit without involving a copywriter.
One of the most powerful options for those who work with a personal brand or develop communication at the level of “don’t sell – build trust.”
You have a text, but it sounds template-like: “We’re launching a new course”, “Join our affiliate program”, or “This is the platform that will change everything.”
And you need to make it sound like a human being, not a marketer from a corporate brief.
Prompt:
Here’s the text [insert]. Rewrite it as if it were spoken by a leader of a niche community – confidently, humanly, without unnecessary pathos, but with a position. The goal is to inspire trust and interest, not to “sell.”
What you get:
A text that sounds like it comes from a real market participant. With room for weaknesses, with lively language, with a catchy tone. And most importantly, without “your business will triple in 30 days.”
These are just three examples, but they show the main point: ChatGPT is not just a text generator. It’s a tool that helps you sound different without spending 2 hours on it.You can create your own database of prompts for your offers, niches, styles – and save time every day without sacrificing quality.
Even if you are not an SMM specialist, but an arbitrageur, brand manager, or CEO of an affiliate program, social media content is still with you.
content is a public proof, it is your communication with the market. And it should sound decent, fast, and regular. Not “by feeling”, but by the system.
The great paradox is that most market participants think in words that can be published, but lose dozens of ideas simply because they don’t have time to arrange them beautifully. GPT can become your editor, storyteller, or even a story writer here – if you set the task correctly.
Here’s how we use AI to speed up our social media routine.
Situation: you’ve had a conversation with an affiliate/manager/community owner, you have text or audio. You know there’s something valuable there. But you have zero time to sit down and rethink it.
Solution: Give ChatGPT the role of Leadpanda editor.
Protocol:
Here’s the transcript of the interview with the arbitrator. Use it to write a Telegram post for your Leadpanda channel: insight, sincerity, no water. The goal is to convey the essence of the hero’s opinion and provoke a reaction. Structure: a strong hook – the essence – a comment from the editorial board or a question to the audience.
What you get:
Why it’s important:because not everyone will read a long-form interview, but a short post can get you reach, shares, reposts, and drive traffic back to your website or YouTube.
Instagram doesn’t like complicated things. Even if it’s a case study about LTV, Google Ads, or a new Tier-3 link, it needs to be adapted for those who scroll through their feed with coffee, not sit in a tracker.
Prompt:
Here’s the case: [insert text or gist]. Rewrite it in the format of an Instagram post for an audience that is not deeply immersed in technical terms. Structure: attention → story → one idea → conclusion. The style is not pop, but light. No “shock content”, but with a clear message.
What you get:
Stories are the fastest way to translate content into interaction. But ideas often end with “post a screenshot from a case study and write something like ‘thoughts? GPT can help structure the story into a format that works.
Product:
Create a script for a series of 4 stories that tells the case of an affiliate. Structure: 1) hero and context, 2) intrigue or unexpected decision, 3) result, 4) call to action or question to subscribers. The style is lively, but not too pop. Avoid clichés. Add what visual elements can accompany each story.
What you get:
Why it works: Because in stories, you build the feeling of “I’m with you”, not “I’m selling”. And AI helps to maintain the balance between simplicity and content.
As a result: you’re not just generating texts, you’re teaching GPT to speak your brand’s language.
When you have a system of stored prompts at your fingertips, you spend 3 minutes instead of 30, but you sound like you’re in the know.
The next block is even more interesting. Communication with affiliates, managers, and platforms. GPT can write cold emails, formulate requirements, and even ask to raise the rate – and sound polite, strong, and without a hint of “sycophancy”.
Communication is not just “messaging in Telegram”. This is what shapes your image in the affiliate program, affects the rate, the speed of support, and the attitude towards you in any case – from payments to exclusivity.
At the same time, this is where many people stumble:
ChatGPT can help you sound:
Here are three typical scenarios in which we regularly use AI as a communication editor ourselves.
Situation: 10 days have passed, no payments, the hold has not been withdrawn, and the manager has not responded for three hours. You want to write – but not to look like a person who is “just pushing.”
Protocol:
Write a message to the affiliate network manager with a clarification on payments: the hold is taking longer than expected. Write politely, respectfully, but in a way that makes it clear that the issue requires a response. No accusations. The style is business, concise, polite.
What you get:
Example:
Hello. I wanted to clarify about the payout hold – it is usually withdrawn earlier, so I decided to ask if everything is okay. If there are any updates or new deadlines, I would be grateful for the info. Thanks.
The rate is not a favor, but the result of proper communication. But a lot of requests sound like this: either “I’m begging” or “everyone is already giving me more.”
AI helps to formulate a request in the style: “I understand my value, I bring results, and I know we can grow together.”
Product:
Write a message with a request to reconsider the rate. Structure: a brief background (we have been working for X amount of time, such and such results), justification (what potential is there), a request to consider a new rate. The style should be partnerly, confident, without pressure or begging.
What you get:
Example:
We have been working on your offer for several months now, the results are stable: ROI has increased over the past period, and the volume of traffic has almost doubled. I would like to discuss the possibility of revising the rate – I see the potential for scaling, but in the current environment, it is difficult. If possible, let’s see how we can improve the efficiency of both parties.
This is one of the weakest points for many marketers. They talked at a conference and that’s it. The potential contact disappears. However, the right follow-up in a day can bring either an exclusive, a new pool of offers, or a partnership.
Prompt:
Write a follow-up message after a brief acquaintance with a partner at a conference. Mention where you met, what you talked about briefly, and offer to continue the dialog (for example, discuss specific offers or the format of cooperation). The style is warm, professional, and without formalism.
What you get:
– a concise, polite text
– with an entry point to continue the dialog
– with a chance to be remembered even after hundreds of contacts at the event</span
Example:
Hello! It was nice to meet you at Affiliate Meetup in Warsaw. We talked at booth X about gut traffic in Tier-2. I would be happy to continue the dialog – maybe we will find a format that will be interesting to work in. If it is convenient, I will send a short idea tomorrow.
Communication is also traffic. If it is built correctly, it leads to profit, new partnerships, new offers and opportunities. And if you’re still spending 20 minutes on every “hi, I have a question,” it might be time to delegate at least the drafts to ChatGPT. You’re still the author – you just don’t waste time on formulation.
We went through four areas where affiliate marketers, managers, and teams lose time every day. Not because they don’t know how. But because they do everything with their hands. From scratch. Every time.
Prompt is not about “saving a penny on a copywriter” or “being hip”. It’s about operational hygiene. It’s about having more time for strategy, experiments, and analysis. And not for the 7th version of the offer description, another follow-up or ROI report for the last 3 days.
If you want to sound clear, learn to formulate your thoughts clearly. GPT is just an accelerator here. And if you feed it properly, it will work for you.
Make yourself a separate folder with prompts. Keep it close at hand. Ask yourself: what did I write today myself, even though I could have delegated it?
Save the best requests. Run them through. Polish them. And every day, your system will get smarter – just like your communication, content, and strategy.
Because in 2025, the value is not in doing everything yourself. The value is that you know how to organize the process and not burn out.
Stay smart. Test the software. And if you want, write to us on Telegram to share another selection. But that’s another story.