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AI research, explained in one morning email

Most of what shapes AI next year is sitting in a research paper today. Keeping up with them is a full-time job, and the abstracts don't help.

TLDR AI is the newsletter that does the translating. Each morning you get the handful of papers worth knowing about, curated by Anthropic and ex-Google engineers, with a plain-English summary of what they found and why it matters.

You come away smarter about AI research in the time it takes to finish your coffee.

Free, and delivered to 1.1M+ inboxes every morning.

Hey {{first_name|there}},

In January 2021, Notion had a bad week.

A handful of "How I use Notion" TikToks went so viral… the downloads overwhelmed their servers.

And guess what they did? They paused ALL product work for six months to fix it.

Today Notion makes $600M+ a year. And it didn't buy that reach… its users made it.

Here's how that happened…

634 Notion videos. 374 creators. TikTok, Instagram and YouTube. Five years of them.

I'm not even gonna LEAK the full teardown here. But these 3 are worth stealing 👇

📱 1) their biggest creator post is 15 seconds of a phone

Notion beginners vs pros (Part 6) by @easlo, 6 real frames from 0:00 to 0:14 with what happens in each, data from Virlo

It's @easlo's "Notion beginners vs pros (Part 6)". Unlike a normal tutorial, it shows you the slow way first (🤮)… then the same task in one tap (😌).

Nobody talks. Nobody even shows their face.

And that's ONE part. He's posted 25 Notion videos like it.

Steal it:

"[your app] beginners vs pros (Part 1)"

0-3s   the title on screen, phone over a clean desk
3-8s   the slow way, caption ends in 🤮
9s     same task, the caption swaps to 😌
9-14s  the one-tap way
end    on the thing that made it work. No talking.

Same task. Same app. WAY fewer taps.

The full shot list (and 6 more findings) is in the free teardown. If you want it, simply go to the link below and knock loudly.

🎓 2) a med student beat Notion's own best post 8 to 1

YouTube video by @Medic_Dave

🎥 @Medic_Dave · 523K views · 3.4K subscribers · ▶ watch

In 2021… a med student posted "Notion VS OneNote". Not as an ad. As someone who USED it.

That one video beat Notion's own best post in the data 8 to 1.

More:

  • 21 of the top 50 creator posts are about school, uni or studying

  • 14 videos from pages under 10K followers passed 200K

  • none of Notion's own posts made the top 50

The best Notion creators in the data… are just people who live in it.

So when you hire creators, don't let a small following put you off. It's more about how they use your product.

If they don't already use your app, skip them.

💸 3) creators sell their own templates, so Notion barely pays

Creators push their own templates, so Notion barely pays: 118 posts, 88 creators, 31 of 628 sponsored, data from Virlo

118 of these posts push the creator's OWN Notion template. And only 31 of 628 are flagged sponsored.

So for those 88 creators, every video is a template sale disguised as a tutorial.

The creator gets paid every time a video lands… and Notion gets the reach by design.

Template in, signups out.

Make it theirs. Make it pay. Give creators something of their own to sell on top of your product: a template, a preset, a workflow or a code with a cut.

🧠 4) run the same teardown on any app

Now the part that actually matters for you…

You can run this SAME teardown on any app… yours, or the one you're competing with.

  1. create a free Virlo account

  2. connect Claude to Virlo (a database of 20M+ viral videos)

  3. paste this with the app's name

Run a UGC teardown on [APP NAME] using Virlo, then show
me what to copy for [MY APP]. Search TikTok, Instagram
and YouTube for [APP NAME] with
data_intelligence_enabled set to true. Keep the creator
posts (not the app's own account), rank them by views
and give me 7 sections: the top post beat by beat with
a shot list, which creators win, how many creators, the
formats by median views, templates or codes and
sponsorship, the full-video format, and the older
videos that still rank. Link every video and never
invent a number.

You paste it… then go make a coffee. And Claude comes back with all 7 sections, every video linked.

Claude with Virlo on, the teardown prompt typed, and the 7 sections coming back with real Notion data

📡 5) or keep a marketing agent on it

Or set it up once inside Virlo… a marketing agent that keeps pulling every video about the app you point it at.

It runs in the background… pulling the new ones… and flagging the videos that break out.

Then you ask Copilot (the chat inside the app) why a video worked, and it breaks it down for you.

So sure, this one's about Notion. But if your customers already post about you… maybe it's about you too.

Want your product in front of 43,000+ marketers? Just reply to this email.

btw i drop sauce like this every day on X and LinkedIn.

if you're not following yet:

Jaife on X
jaffa
@dsqjaffa
daily drops: trends, takes, breakdowns
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Jaife on LinkedIn
Jaife Esienna
Co-founder, Virlo
strategy, build updates, case studies
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