I analysed 103 YouTube Shorts that generated 18,000,000+ views.

And found the exact template to generate highly-converting short-form videos.

Daily views climbing through early 2026

About the project

My team at hook.you partners up with different creators and influencers to help them eliminate production bottlenecks, better monetize their content (sometimes causing a 5x increase in revenue!), and start growing exponentially.

One of the channels we've worked with recently was Crashsune Academy. One of the ways we supported the creator was by introducing the regular production of short-form videos across all of their social platforms (YouTube, Instagram, TikTok, Facebook & X).

These videos (ghostwritten and edited by our in-house team) have helped the channel grow from 55,000 to 170,000+ subscribers since the start of this year.

I fed Claude Opus 4.8 the data from 103 short-form videos, which generated 18M views between January and June 2026.

Additionally, I provided it with our Notion library of scripts these videos were based on.

103
Shorts analysed
18M
views generated
+117k
new subscribers (Jan–Jun)

1 · Views ≠ likes ≠ comments ≠ subscribers

It's very tempting to treat all of these metrics equally. But as the breakdown below shows, they're essentially 4 separate numbers — each of these videos dominated one metric and flatlined the rest.

1.08M Views
Each metric vs. a typical video (1× = dashed line)
5,801 Likes
Each metric vs. a typical video (1× = dashed line)
1,256 Comments
Each metric vs. a typical video (1× = dashed line)
10,029 Subscribers
Each metric vs. a typical video (1× = dashed line)

2 · Subscribers = sales

We know for a fact that subscribers are our most important metric. Our revenue growth lines up perfectly with spikes in subscriptions — given that the video features a CTA that promotes the product (or rather, its free trial; don't bother trying to promote paid products via Shorts).

Views
vanity metric
Likes / comments
engagement (but still just vanity metrics)
Subscribers
conversion
Product sales
revenue $$$

3 · Does video length affect subscriptions (and, hence, revenue)?

Yes. The longer the video, the more subs it generates (and more subs means more $).

Subscribers per 1,000 views vs. median views, by length
green bars = new subscribers per 1,000 views · dashed line = median views
Views peak at 40–50 seconds, but conversion to subscribers continues to increase past this length.

4 · How long does a Short keep adding subscribers?

I was really hoping Claude would give a simple answer here... but I guess not. Below is each of our top subscriber-drivers, shown as new subscribers per day from the day it posted — same horizontal scale, so you can see how fast each one fades. Hover over a curve to read a specific day.

Daily shape modeled from each video's view build-up (24h / 7d / 30d) scaled to its total subscribers.

While MOST videos stop generating subs within 7 days, two videos stand out:

Interestingly, "Blender just said NO to AI money" was about 2 weeks late to the news, and it was still blessed with a 7-day tail.

5 · According to Claude, there are only 4 types of videos

And they don't convert equally!

All of our videos are narrated by the same author with slight background music, and the same strict visual editing. The only real difference between them is the script.

After looking at all of our scripts on Notion, Claude identified just four distinct formats:

For the longest time, we focused on making technical explainers (57% of all our videos) since those generated the most views.

But! While experimenting with other formats, we discovered that simply showing "here's how I made this" is not enough to drive subscriptions.

Median subscribers per 1,000 views, by format
Bar = the typical (median) video · dots = individual videos · the two circled in red are our standout subscriber-converters
Opinion / identity Reframe / advice Personal story Technical explainer
Offering viewers an identity they can claim (e.g. hating "AI art") turned out to be by far the best converter to subscriptions.

6 · The universal winning template (steal this!)

With Claude, I was able to further dissect the best-converting scripts into just five elements.

Here are the 5 must-have elements for our scripts. The example on the right is our best-converting video "DON'T overcomplicate 3D Modeling!" (10.1 subscribers per 1,000 views).

The 5 elements
In the actual script — "DON'T overcomplicate 3D Modeling!"
1
Hook · bold claim
Open on something surprising. A finished 3D model plus a "wait, what?" line that stops the scroll.
"There is something very different about this model to what I usually do."
2
Setup · reframe (scary → easy)
Make it scary, then easy. Name the intimidating part, then flip it — "this is simpler than it looks."
"I ended up making it out of the most basic shapes. The legs are just cylinders, the arms are cubes, the neck's a triangle… switch to untextured view and there's almost zero detail — most of what you see is just the hand-drawn texture. I made it deliberately simple."
3
Payload · empower
Show them they can do it. Make it feel doable for the viewer — "you could make this in two hours" — not just impressive to watch.
"Because I wanted every person who's ever thought about learning Blender to be able to copy it — without spending ages polishing it. In fact, modeling and texturing this character will take you just 2 hours."
4
Proof · social proof
Prove others already did it. Point to students and community members who pulled it off, so it feels proven for someone like them.
"I've had thousands of folks go through my tutorials on making this character and tell me how much fun they had."
5
CTA · free resource
Funnel to something free. The full free tutorial, link in bio — the step that turns "I could do that" into a subscriber.
"But the absolute best thing is that it's completely free. I've put this tutorial series — plus a ton of other resources for learning Blender — in one place, completely free. The link is in my bio!"

7 · Bonus: your own winning template calculator

I actually made this tool for our team to generate script skeletons so we always know that a video will do well.

Remember character stats in RPGs? The calculator below works the same way — pick different options and watch the buffs (▲) and debuffs (▼) stack across views, likes, comments and subscribers.

I've also included examples relevant to some of the industries I'm interested in.

This analysis was not just useful. It has transformed our content production pipeline — with the aim of increasing our hit rate while spending less time on a single piece of content. We are already working on adapting this mechanism to other creators and their content.

I believe this template will create a noticeable improvement in our performance within the next few weeks.

And this is just the tip of the iceberg! There's so much more data I will be going through with Claude.

Btw! Are you a creator? Then shoot me a message! I'm building a private (free!) community of creators that are looking to ride the AI wave together.

This article reflects my personal experience. I am not affiliated with, sponsored by, or endorsing Anthropic, Notion, or any other company but hook.you.

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