Don't hit publish
on a guess
Outlier checks your thumbnail and title against the videos that got 2x their channel's usual views in your niche, then tells you exactly what to change. Before you publish, in about 20 seconds.
3 free scans a month · No card needed · 10 niches
New scan / Report

Best AI Coding Agent in 2026?
Your channel · not published yet
Verdict
Strong thumbnail; title 2's comparison hook beats 'tested'
Reframe as a comparison naming real agents; 'tested' hooks became outliers only 7% of the time here.
Videos like yours
1.2x
+18% vs normal
Your angle
comparison
18% take off
Packaging
7/13
match top videos
Do these next
- 1Use title 2 but name tools: 'Codex vs Claude Code vs…'Named products appear in 70% of outliers; comparison hooks hit 18% vs tested 7%.
- 2Add one ALL CAPS word, e.g. 'Best AI Coding Agent 2026? (ONE Wins)'S1 uses 'NEW'; ALL CAPS words appear in 34% of outliers vs 29% average.
Closest outliers
3.8xRiley Brown
2.2xRiley Brown
8.0xNick Saraev
Everything you need to decide, in one report
Every tile below comes from a real scan of a draft we made ourselves, with the product's own components. Try the feed tabs.
See it where viewers will
Your draft in the home feed, on a phone, in Up next and in search, next to the real outliers it has to beat.
Desktop home feed, ~360 px wide

Codex Full Course 2026: The NEW Best AI Coding Tool
Riley Brown
3.8x the channel's normal
YouBest AI Coding Agent in 2026?
Your channel
Not published yet

Claude Code Skills just Built me an AI Agent Team (2026 Guide)
Riley Brown
2.2x the channel's normal

AI Agents Full Course 2026: Master Agentic AI (2 Hours)
Nick Saraev
8.0x the channel's normal

Codex vs Claude - an Honest Comparison
Tech With Tim
2.6x the channel's normal

You’re Not Behind (Yet): How to Build AI Agents in 2026 (no coding)
Futurepedia
3.9x the channel's normal
Compare every combination
Up to 3 thumbnails × 3 titles. Every pair is checked, and you get a pick with the reason.
- Thumbnail 1 · Title 1
I Tested 7 AI Coding Agents. Only One Was Worth It
tested · 7% take off
- Thumbnail 1 · Title 2Pick
Best AI Coding Agent in 2026?
comparison · 18% take off
Comparison hook outperforms tested (18% vs 7%) and includes the year; add named agents.
Grounded in videos like yours
We find the 20 most similar videos in your niche and show what they actually did. In blind tests this was our strongest signal.
Of the 20 videos most like yours, 3 broke out and the typical one did 1.2x its channel's normal.
Know which angle takes off
Some hooks break out far more often than others in each niche. See where yours sits.
- tutorial26% of 315 tutorial videos became outliers26%
- comparison · you18% of 123 comparison videos became outliers18%
- opinion16% of 319 opinion videos became outliers16%
- explainer15% of 85 explainer videos became outliers15%
- reveal14% of 107 reveal videos became outliers14%
- news13% of 255 news videos became outliers13%
- tested7% of 122 tested videos became outliers7%
Fixes that cite real videos
2–3 concrete changes, most important first. Each one says why, pointing at a real outlier or a niche statistic.
- 1
Use title 2 but name tools: 'Codex vs Claude Code vs…'
Named products appear in 70% of outliers; comparison hooks hit 18% vs tested 7%.
- 2
Add one ALL CAPS word, e.g. 'Best AI Coding Agent 2026? (ONE Wins)'
S1 uses 'NEW'; ALL CAPS words appear in 34% of outliers vs 29% average.
- 3
Label the green-check window with the winning tool's name
S4 labels each window (LEAD, DB, OPS), making the diagram readable instead of generic.
A checklist that knows your niche
22 packaging checks, compared with what outliers do more or less often here. Checks that make no difference are labelled that way.
Keep doing
5
Title contains a number
Worth trying
5
Title has a word in ALL CAPS
Consider dropping
1
Title opens a curiosity gap
9 more checks make no real difference in this niche, so they don't count.
Built on outliers, not view counts
Raw views mostly measure channel size. We measure each video against its own channel's normal, so a 3x hit on a 20k channel counts as much as a 3x hit on a 2M one.
- 01
Drop in your draft
Drag in a thumbnail or paste it straight from Figma or Canva. Add up to three titles. Nothing is published, and your drafts aren't stored.
- 02
We find its neighbours
Your thumbnail is read the way a viewer sees it, your title's angle is identified, and both are matched against every rated video in your niche.
- 03
You get a short report
One verdict, three numbers, and the 2–3 changes most likely to help, each backed by a real video. Rescan after your edits.
Step 1 of 4
Reading your thumbnail

Best AI Coding Agent in 2026?
Reading your thumbnail
Checking your title
Comparing with the niche
Writing your fixes
A replay of the example scan. Each dot is a video in the niche.
We checked our own claims
Before charging anyone, we scored 1,570 real videos blind, holding out whole channels, and compared the scores with what actually happened. What predicts a hit leads every report. What doesn't, we say so.
- ✓5-fold cross-validation by channel
- ✓Compared against shuffled labels, so chance is measured, not assumed
- ✓Every fold published, nothing dropped
Predictive power (AUC)
0.5 = coin flip
How similar videos performed
0.60
Planned before running · p = 0.001
Whether the topic was already working
0.57
p = 0.002
The video's angle (hook type)
0.57
p = 0.001
Packaging checks alone
0.51
Same as chance · p = 0.31
Modest but real. No tool can promise views, and anyone selling a “virality score” should show you a test like this.
Cheaper than one flopped upload
Start with 3 free scans a month. Upgrade when Outlier becomes part of how you publish, and cancel any time.
Free
Try it on your next upload.
$0/month
3 scans / month
- Your 6 closest outliers, explained
- 3 changes for your draft
- All 10 niches
Creator
Most popularFor creators publishing every week.
$12/month
50 scans / month
- Everything in Free
- Compare 3 thumbnails × 3 titles
- Scan every draft before you post
Pro
For daily uploaders and serious testers.
$29/month
200 scans / month
- Everything in Creator
- Test every variation you make
- Priority email support
Agency
For teams packaging videos for several channels.
$79/month
600 scans / month
- Everything in Pro
- Volume for a whole team
- Priority email support
Is there a free plan?+
Yes: 3 scans every month, no card needed. Each scan shows your closest outliers, why they worked, and 3 changes for your draft. Paid plans add more scans, and you can cancel any time.
What counts as an “outlier”?+
A video with at least 2x the views of its channel's normal: the median of the ~30 videos that channel published around the same time. It measures what a video did relative to its own audience, not how big the channel is.
Does a good scan guarantee views?+
No, and nobody honest can promise that. Topic, timing and the video itself matter most. A scan catches fixable problems (unreadable text, a weak angle, a flat title) and shows you what's worked for videos like yours.
Which niches do you cover?+
AI & Tech today, each built from dozens of established channels. More niches are coming. Every niche gets its own data, because what works in AI tutorials doesn't work in personal finance.
Do you store my thumbnails?+
No. Your images are processed to run the scan (by our AI providers, under their data terms) and aren't kept on our servers. Your scan history is saved in your own browser.
What happens to my email?+
We use it to let you in when your spot opens. We don't sell it or share it, and you can ask us to delete it any time.
How is this different from YouTube's Test & Compare?+
Test & Compare runs after you publish, on real traffic, and takes days. Outlier runs before you publish, in seconds, so you go into that test with stronger options.
Your next upload deserves better than a guess
Scan your next draft against the outliers in your niche. 3 scans free every month, no card needed.