Chapter 5 · Demonstration · 8 minutes

Think in drafts, not in answers

From Actually Using AI

What this shows

Chapter 5’s argument is that AI’s first response is a starting point, not a finished product. The real work — and the real quality — emerges from iteration. Push back. Revise. Treat each round as input to the next. The book makes that claim using Victoria’s law-school personal statement as the worked example, walking through what changes across four rounds.

This page shows the rounds. The full text of each draft, the prompts that pushed AI forward, the moment AI pushed back on Victoria’s framing of herself. By the end you’ll see what the book described in summary: a piece of writing that started forgettable and ended sounding like a real person with a real reason for being there.

The demonstration

Victoria is 24. She’s been working as a paralegal at a housing charity for two years. She’s applying to study law and she needs a personal statement that stands out from thousands of others in the pile. She opens her AI tool.

Round 1 — AI’s first draft

Starter prompt

Write a personal statement for my law school application.

Here’s what comes back:

Copy this draft

AI: I have always been passionate about justice and the rule of law. From an early age, I have been drawn to the principles that underpin a fair society, and I have come to understand that the law is not simply a system of rules but the framework through which we protect the vulnerable and hold the powerful to account.

My academic journey has been one of consistent dedication to understanding the world around me, and my professional experience has reinforced my conviction that a career in law is the right path for me. I have developed strong analytical skills, an ability to think critically under pressure, and a deep respect for the work that legal professionals do.

I believe my combination of intellectual curiosity, personal commitment, and professional experience makes me well-suited to the demands of a rigorous legal education. I am eager to engage with the challenges of legal study and to develop into a practitioner who can make a meaningful contribution to the profession.

I am committed to pursuing a career that upholds justice and serves the most vulnerable in our society. I look forward to the opportunity to develop my understanding of the law and to use it in service of those who need it most.

Victoria reads it. It’s polished. It’s the right length. It has structure. And it could belong to literally any applicant in the pile. “From an early age I have been drawn to…” is the opening of every other personal statement an admissions officer will read that week. The closing — “upholds justice and serves the most vulnerable” — is the closing she’d write if she’d never thought about the law in her life.

There’s nothing in it that’s her.

Round 2

She tries again, this time bringing what’s actually true.

Starter prompt

That’s too generic. I’m 24, I’ve been working as a paralegal at a housing charity for two years. What made me want to study law was watching a family lose their home over a clause in their tenancy agreement that nobody had explained to them. I was the one who had to tell them. I don’t want to “make a difference” — I want to make sure that doesn’t happen because someone couldn’t afford a solicitor. My weakness is that my A-level grades aren’t strong — I didn’t take school seriously at eighteen.

Here’s what comes back:

Copy this draft

AI: Two years ago I sat across a kitchen table from a family who were about to lose their home. They had signed a tenancy agreement that had not been adequately explained to them, and a clause buried in the document gave their landlord the right to do what he was about to do. I was the paralegal at the housing charity they had walked into that morning, and I was the one who had the responsibility of explaining the situation to them.

This experience was a defining moment in my decision to pursue a career in law. It crystallised for me the importance of accessible legal advice and the consequences that can follow when individuals do not have the resources to access it. In the two years since, my work at the housing charity has continued to reinforce this conviction, providing me with practical experience in tenancy law and an in-depth understanding of the challenges faced by vulnerable communities.

I am committed to building on this foundation through formal legal training, in order to be in a position to provide the kind of representation and advocacy that was beyond my capacity in that moment. I do not aspire simply to “make a difference,” a phrase that has perhaps lost some of its meaning through overuse. Rather, I aspire to be in a position where specific outcomes — such as the one I witnessed that day — can be prevented through capable legal intervention on behalf of those who would otherwise go unrepresented.

I should be transparent about my A-level results. I did not approach my studies at eighteen with the seriousness they deserved, and the grades reflect that period. They are the weakest component of my application, and I would not wish to misrepresent them.

Before continuing, however, I want to flag something about your framing. You have described the A-level grades as your “weakness,” but that framing may actually work against you. Two years of professional legal work at a housing charity is stronger evidence of your capability than any exam result from six years ago. The grades happened when you were eighteen; the charity work is who you are now. I would suggest not apologising for the grades — mention them once and move on. The statement should spend its space on what you have done since, not on what you didn’t do at eighteen.

Victoria stops. She has been carrying the A-levels as a weight for six years. She had assumed her personal statement would need to spend a paragraph explaining them away, apologising for them, framing them as something she had grown beyond. AI has just told her — politely, but directly — that the framing is the problem, not the grades.

She hadn’t thought of it that way. And she notices something else: AI only pushed back on the framing because she’d labelled it herself. She wrote “my weakness is…” and AI took that as a target. If she hadn’t named the grades as a weakness, AI would have written them up as a weakness without comment. The pushback didn’t come from AI being cleverer than her. It came from her giving AI something specific enough to push back on.

Round 3

She accepts the reframe and asks for a version that takes it on.

Starter prompt

You’re right about the A-levels. Treat them as a single sentence, not a paragraph. Spend the space on the charity work instead — what I actually do day to day, what I’ve learned, why it matters. Keep the kitchen-table opening, it’s good.

Here’s what comes back:

Copy this draft

AI: Two years ago I sat across a kitchen table from a family who were about to lose their home. They had signed a tenancy agreement that had not been adequately explained to them, and a clause buried in the document gave their landlord the right to do what he was about to do. I was the paralegal at the housing charity they had walked into that morning, and I was the one who had the responsibility of explaining the situation to them.

Since then I have read hundreds of tenancy agreements, written letters to landlords on behalf of clients without the means to secure their own legal representation, and supported individuals navigating housing tribunals and council appeals. I have learned that the gap between what the law says and what people understand it to say is, in practice, the gap that generates the situations my charity exists to address.

I have also learned the limits of what a paralegal can do. I cannot represent clients in formal proceedings. I cannot advise on cases beyond a defined scope. I can refer, support, draft, and translate — but at the moments when it would matter most, I cannot speak on behalf of the people I am trying to help.

My A-level results are weaker than the rest of my application. I did not take school seriously at eighteen and the grades reflect that. What I can show is what two years of professional legal work has built in the six years since.

A career in law is the natural next step for someone who has spent the last two years learning, in the most practical way possible, what the law cannot do when it is not within reach of the people who need it. I am ready for the academic demands of legal study, and I look forward to bringing to it everything the kitchen-table conversations have taught me about why this work matters.

Victoria reads it. The body is right. The opening is right. The middle is concrete — actual work, actual things she’s done, actual learning. The A-levels are handled in one sentence and immediately reframed.

But the closing is wrong again. “A career in law is the natural next step…” and “I look forward to bringing to it everything the kitchen-table conversations have taught me…” are not how she talks. They’re how a different person would talk about her. They’re inspirational where she is direct. They’re polished where she is plain.

Round 4

She names what’s wrong.

Starter prompt

Better. But the closing is still too earnest. I want it to sound like me — direct, not inspirational.

Here’s what comes back:

Copy this draft

AI: Two years ago I sat across a kitchen table from a family who were about to lose their home. They had signed a tenancy agreement that had not been adequately explained to them, and a clause buried in the document gave their landlord the right to do what he was about to do. I was the paralegal at the housing charity they had walked into that morning, and I was the one who had the responsibility of explaining the situation to them.

Since then I have read hundreds of tenancy agreements, written letters to landlords on behalf of clients without the means to secure their own legal representation, and supported individuals navigating housing tribunals and council appeals. The gap between what the law says and what people understand it to say is, in practice, the gap that generates the situations my charity exists to address.

I have also learned the limits of what a paralegal can do. I cannot represent clients in formal proceedings. I cannot advise on cases beyond a defined scope. I can refer, support, draft, and translate — but at the moments when it would matter most, I cannot speak on behalf of the people I am trying to help.

My A-level results are weaker than the rest of my application. I did not take school seriously at eighteen and the grades reflect that. What I can show is what two years of professional legal work has built in the six years since.

I’ve spent two years watching what happens when people can’t afford legal advice. I’d like to be the reason that changes.

Victoria reads the new closing. Two sentences. The first names what she’s done. The second names what she wants. There is no “natural next step”, no “I look forward to bringing”, no “upholds justice”. There is only a person describing what she has seen and what she would like to do about it.

She reads it back. It sounds like her. It is the closing she would have written if she had known what she was trying to say from the start.

The point

Four rounds. The first response was forgettable. The fourth is the only one in the pile that sounds like a real person with a real reason for being there.

What changed across the rounds wasn’t the AI. The AI got better at the work because Victoria got better at the conversation. Three specific moves did the work:

First, Victoria brought specifics in Round 2. The kitchen table. The clause buried in the document. The family who could not afford a solicitor. AI cannot produce specifics it has not been given; Victoria’s Round 2 prompt is where the personal statement stopped belonging to a template and started belonging to her.

Second, AI pushed back on Victoria’s own framing of herself — but only because she handed it the target. She wrote “my weakness is…” and AI took the label as something to push on. AI in default mode is generally agreeable; it doesn’t usually challenge you unprompted. What gets it to push back is giving it a specific frame to argue with. Label something a weakness and a good AI will tell you whether it really is one. Label something a strength and it will help you sharpen the claim. The reframe Victoria got on her A-levels was hers to invite by naming them; it would not have appeared if she had just written about the grades neutrally.

Third, Victoria pushed for her voice in Round 3 and again in Round 4. Most AI output, even on personal writing, defaults to a slightly polished, slightly inspirational register that sounds like a different person from the one being written about. Asking for direct, not inspirational — and then asking again when the next version is still slightly inspirational — is the move that closes the gap between what AI produces and what you would actually say. The Round 4 closing is two short sentences. It would not have been the Round 1 closing, the Round 2 closing, or the Round 3 closing. It only became possible after three rounds of conversation made clear what the voice should be.

Iteration is not polishing. Polishing is taking a draft and improving its surface. Iteration is taking a draft and using it as a starting point for a different draft — one shaped by what the first one taught you was missing.

Try it yourself

The next time you ask AI for something that has to sound like you — a personal statement, a wedding speech, a leaving message, a difficult email, a piece of writing where the voice is the point — do not stop at the first draft. Read it. Find the part that sounds least like you. Tell AI specifically what’s wrong with it. Read the next draft. Find the next part that sounds least like you. Repeat.

A few things worth knowing before you start. Most readers need more rounds than Victoria did — she had clarity about what she wanted to say before she started, which most of us don’t on a first pass. AI will tend to flatten specifics back into general phrases between rounds; you may need to push back twice to get a phrase to stay sharp. And AI will only push back on framings you give it. If you want it to challenge how you’ve described yourself, you have to describe yourself first; passive prompts get passive responses.

Three rounds usually changes what you’re working with substantially. Four rounds often gets you to the version that sounds like you. The first round almost never does.

About this exercise

This is the hands-on companion to Chapter 5 of Actually Using AI — a book about working with AI to think more clearly and build things you couldn't build before. The exercise lets you try the method. The chapter teaches you why it works.

Paperback releases 6 August 2026 (£14.99). Kindle available now for pre-order (£6.99).