Arriving at a client with a finished breakdown instead of a CV
While nineteen people send identical letters about their experience, you send three precise observations about the client's business. This kind of breakdown used to take a day, and doing it for free was out of the question. Now it assembles in twenty minutes — and that inverts the economics of applying.
While nineteen people send identical letters about their experience, you send three precise observations about the client's business. This kind of breakdown used to take a day, and doing it for free was out of the question. Now it assembles in twenty minutes — and that inverts the economics of applying.
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Twenty identical messages and one arbitrary choice
Put yourself in the position of a client who posted a listing. By evening they have twenty replies, and all of them are built the same way: hello, my name is such-and-such, my experience is such-and-such, here are some examples, happy to discuss.
They cannot choose, because the messages differ only by name. Not one of them talks about their business. All of them talk about the sender.
So they choose on an arbitrary basis: who wrote first, whose portfolio looks nicer, who is cheaper. It is a lottery, and you are in it on equal terms with nineteen others.
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Why an application loses by design
The root cause: an application is a promise, and the client already has twenty promises.
"I can do this", "I have experience", "ready to start" — all about a future they cannot verify. The only way to verify it is to start working, and starting is what frightens them.
Misconception one: describe your experience more convincingly. It does not work. Experience is asked for in 1.9% of listings in my scrape of 848 jobs. The client is not choosing on experience — they are choosing on a sense that this person will deliver.
Misconception two: offer a free test task. Closer, but it is still a promise — and now one that asks them to set you an assignment. You are adding work to the client's plate.
What wins is something already done. Not "I can analyse your funnel" but a short breakdown attached to the very first message.
Why this only became possible now
A serious breakdown used to take a day or two. Nobody would do that for free for twenty clients — the economics did not work.
Now it assembles in twenty minutes, and the economics have inverted.
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What to look at in somebody else's business
Three sources supply material almost every time. Nothing special needs finding.
The customer journey. Go in as a buyer. Where is it unclear, where do you have to hunt, where would you give up. The first screen, finding prices, the contact form, what happens after you submit it.
Reviews and comments. Which complaint recurs twice or more. That is not your opinion but their own customers' words — they will not argue with those.
Social media and content. When the last post went up, what happens to enquiries between posts, whether there is a path from a post to a purchase.
Three sources yield three precise observations. No more are needed: ten general remarks are worse than three specific ones.
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How to present it
The format decides as much as the content.
Short. Half a page, a page at most. A long document from a stranger does not get read.
Three points, no more. Each on the pattern: what I noticed → why it costs money → what people do about it. The third part is compulsory: an observation without a solution reads as criticism.
No judgements. Not "your site is bad" but "there are no prices on the page, and three reviews ask what things cost". A fact, not a verdict. Nobody takes offence at a fact.
With material from their own data. A quote from a review, a specific page, a specific place. General musings about conversion read like a template.
And the ending is an offer, not self-promotion. "Here are three things I noticed. The first could be closed in a couple of days. If that is of interest, I'll explain how."
Three ways of phrasing that work
The same observation can be presented so that it is accepted, or so that it offends.
An observation through their customers, not through you. Not "your site is inconvenient" but "three reviews ask about prices — they are not on the site". You are not judging, you are relaying their own buyers.
Cost instead of judgement. Not "badly configured" but "enquiries after seven in the evening go unanswered until morning". The second one a person can price up themselves, and they will.
A solution next to the problem. Every observation ends with what people do about it.
And one thing that strengthens all of it at once: show that you went in as a buyer. "I left an enquiry yesterday at nine in the evening" — after that sentence the breakdown stops being theoretical.
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What happens next
The conversation changes subject, and that is the main effect.
Before: the client is deciding whether to take you or one of the nineteen. You are one of the candidates.
After: the client is discussing their problem with you. You are already inside their task, and the other nineteen are still in the applications folder.
The side effect matters more: you arrive with value rather than a request. That changes both the tone of the conversation and how your price is received later.
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How many breakdowns to do
A question of economics: twenty minutes per application is a lot if there are ten of them.
Breakdowns are not done for every listing. An ordinary application takes a minute and is fine for sending in volume. A breakdown is for the jobs you genuinely want.
A workable ratio: eight ordinary applications and two with a breakdown per day. The first give you statistics, the second give you deals.
How to choose where to invest. The sign of a job worth twenty minutes: the client is looking for somebody long-term rather than for one task. In my scrape those are 21.9% — almost one in five. With them, a first job for a modest sum means not that sum but a place in the queue.
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The limits of the technique
Stated honestly, because applied wrongly it does harm.
The breakdown has to be genuine. Three precise observations work. Ten general phrases about "improving conversion" show that you did not look — and that is worse than an ordinary application.
Do not write about things you cannot fix. Point at a problem you cannot solve and the conversation ends awkwardly.
Do not overdo it. A full five-page audit in the first message frightens people and devalues you: if that much is given away free, what exactly is being bought?
And it does not land with every client. Somebody who cares about response speed cares about response speed. Somebody who thinks in figures and stages will value a breakdown. The second type is more common among people who pay more.
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How to assemble a breakdown in twenty minutes
There is a way simpler than gathering it by hand through a chat.
The "1+1=11" template
Module 1 of the programme — "Earning with ready templates" — contains a table the students named for what it does: one plus one equals not two but eleven.
What it does. You describe the client's business in detail in the first cell — what the company is, what it sells, to whom. You press run. From there the table unfolds itself.
What you get out of it:
The target audience with characteristics, income and values · psychographic segmentation · hidden pain points, what these people are afraid of · motivations and emotional state · a breakdown by Steven Reiss's 16 human desires · psychoanalytic and humanistic analysis · three client types with age, income and motivation, ready for launching ad campaigns.
Then the business part: mission and vision · business model with cost structure · KPIs · the problems the company solves · three-to-five-year goals · market research with competitors named individually · a customer journey map · a SWOT analysis.
Then the brand: positioning · name and tagline · value proposition · a logo description · colours in HEX, RGB and CMYK with the psychology of each · visual identity · tone of voice.
Then marketing: messaging · storytelling · calls to action · the offer · marketing strategy and tactics · an influencer strategy · campaign ideas for reach · an ad script · a website draft · a landing page · bios for six social platforms · five content pillars and 50 content ideas · a sales strategy · a PR plan · a press release template · a subscriber growth strategy in three tactics.
More than fifty connected documents out of one description. Denis's phrasing from the lesson: "All I have to do is describe my product" — and 50 content ideas arrive in two or three minutes.
What of that goes into the letter to the client
Not all of it, obviously. Three observations come from three specific places:
Hidden pain points — what their customers are afraid of. They have never put that into words about them.
The competitor list — who the table found in their niche and how those differ.
Open topics — from fifty content ideas it is visible what nobody in the niche talks about.
You arrive not with an offer of services but with a breakdown of their business that they do not have.
Why the client reacts differently
They see somebody who has already done the work rather than promising to do it. With a breakdown like that they agree to a call more readily, treat the price more generously, and choose you over whoever talked a lot and showed nothing.
And it is not the only template
The same module holds eight tables for different jobs: HR, marketplaces, e-commerce, an audience analysis in 11 steps, warming up subscribers, building lessons, copywriting, running every social channel at once.
The mechanic is the same in all of them. Formulas of the form `=GPT(A6;$D$4)` pass the model data from a column and a prompt from a row, the first cell's result goes into the second, the second into the third. These are cascading prompts: a large task split into micro-steps, and at each one it is almost impossible to go wrong.
Any step gets retrained by replacing the text in the prompt row. No programmer needed.
That is precisely why a breakdown stopped costing a day. Doing it free for twenty clients used to make no economic sense. Now it is twenty minutes.
Module 1 is included in the Basic plan.
If you need a case history rather than a breakdown
A separate tool for anyone going into a specific industry.
The advanced automations archive includes a base of 132 000 business cases: 260 000 files stitched into a single database. For each company: what the pain was, what solution was implemented, what software was used.
The query sounds like this: "give me a hundred cases in logistics where clients complained about cost" — and you get the real patterns of an industry.
What that changes in a conversation. You arrive not as a salesperson but as a doctor who has already seen the case history: you know what companies of this type suffer from and what usually helps.
Access — the N8N and Full plans.
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What to do today
One action, twenty minutes.
Take one listing that interests you and break down the client's business. Find three things. Send them along with your application.
The difference in replies is visible the first time — and it is not about you having started writing better.
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What is ready for this on the platform
More than 140 AI assistants across 14 categories. The marketing one will break down a business and its funnel, the analytics one will gather observations, the sales one will suggest how to pitch it to a particular person.
The ten-lesson sales module — four client types, handling objections, shaping an offer around demand. Included in the Basic plan.
"Freelancer positioning" — if the breakdown worked and the client replied, next you need the positioning: a niche, a portfolio, the texts. $9, included in Basic.
Registration is free and opens three days of full Basic access — all the assistants, the sales module and six foundational express courses.
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What to read next
[Reading the client type from the job posting](/en/blog/client-type-from-posting) — how to work out who to pitch the breakdown to and in what tone.
[A cover letter with no portfolio](/en/blog/cover-letter-without-portfolio) — what to wrap the breakdown in for a first message.
[Five signs of a dead-end job posting](/en/blog/fake-job-posting-signs) — where not to spend twenty minutes.
[A portfolio without a single client](/en/blog/portfolio-without-clients) — what to show if they ask for examples after the breakdown.
[AI API pricing in 2026](/en/blog/llm-api-pricing) — what a request costs and how to work out your own costs.