Big Idea

The argument in one line.

Claude's poor script outputs aren't because AI isn't good enough—they're because you're not giving it persistent channel context, and a five-document project stack fixes this by encoding your voice, style, audience, and script principles into every conversation.

Who This Is For

Read if. Skip if.

READ IF YOU ARE…

A YouTube creator with 1-3 years of channel history who writes scripts manually and wants to integrate Claude without rewriting every output.
Someone actively using Claude for scriptwriting but spending more time editing AI output than writing from scratch, and ready to systematize the process.
A creator who understands their channel voice well enough to articulate it in writing, and wants to build a reusable Claude project instead of starting fresh each session.

SKIP IF…

You're a complete beginner to YouTube who hasn't yet established a consistent channel voice or upload schedule to systematize around.
You primarily create short-form content (Shorts, TikTok) rather than long-form scripts — this system is built specifically for scriptwriting depth.

TL;DR

The full version, fast.

AI struggles to write usable YouTube scripts because creators feed it too little context, forcing endless rewrites that take longer than writing manually. The fix is a Claude Project loaded with five reference documents: an anti-slop prompt listing the words and structures to avoid, a training document teaching YouTube-specific retention principles, a process prompt that defines the project's job and instructions, a style guide generated by feeding Claude five of your top-performing scripts so it learns your voice, and an audience avatar that anchors every output to a specific viewer. Build the project once, upload the documents, paste the hierarchy instructions, and every future chat starts with full channel context instead of a blank slate.

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Chapters

Where the time goes.

00:00 – 01:26

01 · The Diagnosis

AI wastes your time not because it is bad but because you start every session from zero. Fix: Claude Projects.

01:27 – 02:28

02 · Document 1 - Anti-Slop Prompt

A curated blocklist of AI-default phrases. Reads a sample AI output to prove the problem, then explains how the document eradicates it.

02:29 – 03:33

03 · Document 2 - YouTube Training Doc

Teaches Claude the difference between blog-style writing and retention-optimized YouTube structure.

03:34 – 04:54

04 · Document 3 - Script Writing Process Prompts

A master doc that doubles as both the project instructions source and the engine that generates the final two documents.

04:54 – 06:43

05 · Document 4 - Style Guide

Run a one-time prompt with up to 5 past transcripts to generate a reusable style guide. Counter-intuitive: more than 5 examples averages your voice down, not up.

06:43 – 07:20

06 · Document 5 - Audience Avatar

Final document: a guided audience profile built via a prompt that walks you through targeted questions.

07:20 – 08:09

07 · CTA - Self-Improving Claude

Teases a follow-up video on teaching Claude to improve itself over time. Soft next-video CTA, no hard pitch.

Atomic Insights

Lines worth screenshotting.

Starting a new Claude chat every time you write a script wastes every session re-explaining who you are and what you want — a Claude Project fixes this permanently.
An anti-slop prompt is a specific list of AI default words and structures with explicit instructions to avoid them — it is the highest-ROI document in a script writing project.
Claude knows how not to write after loading the anti-slop prompt, but it does not know how to write for YouTube until you give it YouTube-specific structural training.
Without YouTube training, Claude produces a flat intro, a few teaching points, and a summary — structurally wrong for retention-optimized video scripts.
Five scripts or transcripts is the right training set for a style guide — more than five causes Claude to average across too many examples and the patterns get vaguer.
The style guide is generated by Claude analyzing your own past scripts, not written by hand — the process prompt walks Claude through extracting your patterns automatically.
Uploading the style guide as a file inside the project gives every future chat permanent access to your voice without re-explaining it.
A project instructions field gives Claude a standing job description — it knows its role before you type the first word of each new session.
Viewers are increasingly AI-literate and will click away from scripts that sound generated — eliminating AI-default language is now a competitive requirement, not a preference.
The process prompt document generates both the project instructions and the style guide creation workflow — one file does double duty if read correctly.
Testing your anti-slop prompt across different Claude models and updating it when improvements are found is the maintenance habit that keeps the system sharp.
A script writing system built in Claude Projects is worth more than a script writing tool built elsewhere because the context compounds with every new video you write.

Takeaway

Build the context layer once. Write forever.

JoeFlow / MCN+ playbook

George's five-document stack is the exact architecture Joe should bake into any AI writing tool — not as a tutorial to watch, but as an onboarding wizard that loads the stack automatically.

The anti-slop prompt is a live product feature, not a PDF download — build it editable inside a BYOK tool.
The 5-script ceiling is a counter-intuitive insight worth a standalone short.
George's layered chapter structure (each doc solves what the previous left open) is a steal-worthy tutorial format.
The process prompts doc doubling as both instructions AND a generator for more docs is elegant — worth mirroring in JoeFlow template system.
Soft CTA via 'you already have the prompt' is a masterclass in no-pitch pitching — model this for MCN+ retention hooks.

Glossary

Terms worth knowing.

Claude: An AI assistant made by Anthropic that can generate, edit, and analyze text. Creators use it for drafting scripts, brainstorming, and other writing tasks.
Claude Project: A workspace inside Claude that preloads every chat with the same instructions and reference files, so you don't have to re-explain context each session.
Context (AI): The background information, examples, and instructions you give an AI model so it produces output tailored to your situation rather than generic results.
AI slop: Generic, telltale phrasing and structural tics that AI models default to, which readers and viewers increasingly recognize as machine-written.
Anti-slop prompt: A reference document listing words, phrases, and sentence patterns commonly produced by AI, with explicit instructions telling the model to avoid them.
Retention-optimized script: A script structured specifically to keep viewers watching, using techniques like open loops, pacing shifts, and payoff timing rather than a flat intro-body-summary format.
Project instructions: A dedicated text field inside a Claude Project that sets the persistent job description and rules the model follows across every chat in that project.
Style guide (AI): A reference document describing your voice, tone, sentence patterns, and quirks, used to make AI output sound consistently like you instead of generic prose.
Audience avatar: A detailed profile of the specific viewer your content is made for, covering their goals, problems, and language, so writing speaks directly to them rather than a broad audience.

Quotables

Lines you could clip.

00:10

“The problem with using AI to help write scripts is not that it is not good enough yet. It is that you are not giving it enough context.”

Reframes the AI blame game in one sentence→ TikTok hook↗ Tweet quote

05:30

“Any more than that, and it starts taking an average across too many examples, and the patterns just get more vague each time — it actually starts to get worse.”

Counter-intuitive finding from 3 months of testing, clips well as standalone truth→ IG reel cold open↗ Tweet quote

06:40

“Claude knows its job, it has the tools to do it, and it knows your voice — but it is still missing one crucial document.”

Perfect structural re-hook at 6:40→ newsletter pull-quote↗ Tweet quote

The Script

Word for word.

Read-along

Don't just watch it. Burn it in.

See every word as it's spoken — crank it to 2× and still catch all of it. The same dual-channel trick behind Amazon's Kindle + Audible.

metaphoranalogy

If you've ever spent hours using Claude to try and write a YouTube script faster, only to look at the clock and realize that this script actually took twice as long than if you just used your brain, well then listen up. Because the problem with using AI to help write scripts is not that it's not good enough yet, It's that you're not giving it enough context.

So having written the last eight videos on this channel with the help of Claude and having spent the last three months painstakingly training my own script writing tool, I'll show you the exact five documents you need to turn Claude from a forgetful assistant that gets on your nerves into a reliable script writing partner.

Now before we talk about the first document, we have to cover the biggest mistake that some YouTubers are still making when it comes to AI. Now I was surprised to find that a bunch of my students were still using Claude in an extremely siloed off way, shall we say. Basically starting a new chat every single time they wanted to write a script, having to explain who they were and what they wanted the AI to help them with.

Now I'm not gonna over explain this because I wanna get into the documents, but the very first step here is to create a project. Now if you haven't used projects before, it's literally the same as a normal chat in Claude, except it's gonna allow you to preload every future chat with a very specific set of instructions and reference files so you don't have to re explain who you are and what you're trying to do every time you sit down to write.

So if you haven't already, head over to the top left, go to projects and create a new one. Okay. So now you've done that, it's time to start adding the documents and the instructions that are gonna save you hours of frustrating rewrites on Claude.

And this first document is gonna help you fix AI's most annoying problem. Now if you've used AI for any length of time, you'll know that it has those default words and structures that it always seems to fall into without you asking. It's not this massive hyphen, it's that.

Scripts aren't just words on a page. They're the backbone of your content, the blueprint of your brand, and the bridge between you and your audience. Look.

Your viewers are becoming increasingly AI literate, so it's important that we eradicate this type of language where possible. That's why I created the anti slop prompt. It is a detailed list of the most complained about words and structures that AI produces that really give away the fact that it's AI with explicit instructions telling Claude to avoid them at all costs.

And by the way, you can get this along with every document I'm gonna talk about in this video for free in the description. So download the anti slop prompt and you're gonna upload this as a file inside your Claude project. And with that plugged in, Claude is gonna read this at the start of every conversation inside that project and avoid that type of language.

Now this is important by the way. If you do download that prompt for free, check back every now and again because I'm constantly testing this prompt inside the AI script writing tool that I'm building, running tests across different Claude models and basically sharing updates to this prompt whenever I manage to improve it even just a little bit.

But Claude knowing how not to write is very different to understanding how to write. Right?

Which is why this next document teaches Claude the most important script writing principles it's gonna need to help write retention optimized scripts. To show you why this matters, if you go and ask Claude right now to write a script without any sort of YouTube specific training, what you'll get is an incredibly flat structure, maybe a bit of an intro, a few teaching points, and probably a big old summary at the end.

The thing is AI is smart, but it doesn't intuitively understand how a YouTube script should be structured, especially compared to other types of writing. But this training document fixes that. It takes all the principles that I teach in these videos and across my whole business and distills the most important ones to help your Claude project understand the underlying structures that make a high retention script.

So upload the training doc into your project as a file, and we're good to move on. Okay. So at this point, the two documents we have handle how Claude physically writes.

The problem is we still haven't told this project what its actual job is. Now I don't want this to get confusing, but the instructions we're going to give this project are kept inside this larger document you'll find in the free download called the script writing process prompts.

Now before we do anything else, I want you to upload that entire document to your Claude project, and you're gonna see why this is helpful later on. So at this stage, you should have the anti slot prompt, the training documents, and now the script writing process prompts uploaded.

You with me? Now this process prompts document contains not only the instructions we're gonna give to the project so it understands what its job is, but it's also gonna help us produce the final two documents we're gonna need, which we'll talk about later. So once you've got that process prompt document uploaded, you can now read it directly inside Claude.

So click on it so you get the preview and scroll down to the project hierarchy instructions. And you're gonna copy and paste these directly into the instructions area of the project.

So where the first two documents essentially gave Claude the tools to do the job, now we've given it an actual job description, if you follow me. But we still haven't solved one of the main problems that leads to endless rewrites when using AI, and that brings us on to our fourth document.

Now in the past, you might have started a new chat by giving Claude some examples of your writing and asking it to match that style in its outputs. But the problem with this is not only do you have to do this over and over in every single new chat, but there's no guarantee that Claude will pull out the same style and tone patterns each time.

So we're gonna create a comprehensive style guide that you can tweak to perfection on which your project then has access to as a reference on every new chat. Now because you already uploaded the process prompt document, you can literally just start a new chat inside this project and say, run the style guide creation prompt.

And what it's gonna do is take you through the process from there. You don't even need to think about it. It'll prompt you to feed Claude up to five of your existing scripts or transcripts from past videos, ideally ones that have performed well if you can.

And what Claude is gonna do is analyze those scripts to look for patterns. And you might be tempted to send it more than five scripts, but honestly, what I've learned since training my script writing app is that five is generally enough for it to learn your style pretty comprehensively. And any more than that, and it starts taking an average across too many examples, and the patterns just kinda get more vague each time, it actually starts to get worse.

So five is totally fine. Just stick with that, and it'll produce a really comprehensive style guide. And the best part?

Well, prompt already instructs Claude to produce this as a document, which you can then literally upload directly to your project from there. Now look, it's AI at the end of the day. It's not gonna be perfect, but that combination of having our no go list from the anti slot prompt we did at the start and a specific style guide trained on your voice, it's gonna make writing with just a hell of a lot more effective.

So at this point, Claude knows its job, it has the tools to do it, and it knows your voice, but it's still missing one crucial document that's gonna make it feel like an actual team member who understands you and your channel. Now one of the big problems I see with a lot of YouTubers I work with regardless of their size is a lack of focus, shall we say.

Not that they can't concentrate, but that they don't have a clear focus on who their videos are designed for. Now this is not the video to go into detail about this problem, but the point is every educational YouTuber must have a clear picture of who their videos are for. Not only because you'll build a more loyal audience when it's clear who your videos are designed to help, But because AI defaults to broad generic language at the very best of times, so not giving it any specific information about who it's trying to appeal to is only gonna make that problem worse.

But we're gonna fix this now with our final document, which is quite simply an audience avatar. And like the style guide, we can create this directly from the process prompt document. Just create a new chat and ask it to run the audience avatar prompt.

And the best part is this prompt will literally walk you through a bunch of questions to help you nail down who your audience is. So if you're worried that you don't really know how you would describe your ideal viewer, you'll be surprised how much easier it becomes when it's broken down into these simple questions like this.

And when you're done, once again, it's gonna turn this into a document for you like it did with the style guide ready for you to upload directly into your project. Now this project setup is a great starting point, but what if I told you we can actually ask Claude to improve itself over time so each new script you write gets closer and closer to your style?

Well, watch this video next where I'll walk you through how to do this using a simple prompt that you've actually already got inside your Claude project.

The Hook

The bait, then the rug-pull.

The problem is not that AI cannot write. The problem is that every new chat starts with amnesia. George Blackman spent three months building a script writing tool on top of Claude before he had the nerve to publish his exact setup — five documents, one Project, zero context loss.

Frameworks

Named ideas worth stealing.

00:22list

The Five-Document Claude Project Stack

Anti-Slop Prompt - ban AI-default language patterns
YouTube Training Doc - teach retention-optimized structure
Script Writing Process Prompts - the project job description
Style Guide - your voice, extracted from 5 past transcripts
Audience Avatar - who the videos are designed to help

Five uploaded files that give a Claude Project persistent, channel-specific context across every new chat.

Steal forJoeFlow/MCN+ onboarding: a done-for-you project setup wizard that walks creators through loading these five docs

05:30concept

The 5-Script Ceiling

Feeding Claude more than 5 example scripts starts averaging your voice across too many examples. The style guide gets vaguer, not sharper. Five is the sweet spot.

Steal forCounter-intuitive content hook: Why giving AI more examples makes it worse at sounding like you

CTA Breakdown

How they asked for the click.

VERBAL ASK

07:40next-video

“Watch this video next where I will walk you through how to do this using a simple prompt that you have actually already got inside your Claude project.”

Clean soft CTA — references something already built into what the viewer just downloaded. No subscribe ask, no sponsor. Low friction, high curiosity.

FROM THE DESCRIPTION

PRIMARY CTAWhere the creator wants you to go next.