One thumbnail we designed ourselves and two title options, scanned against the AI & Tech niche. Nothing here is mocked: every number comes from real videos. Watch the scan run.
Best AI Coding Agent in 2026?Your draft
Verdict· AI & TechValidatedAt least one signal in this report predicted which videos became outliers in a blind test on this niche.
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.
The 20 most similar AI & Tech videos typically got 1.2x their channel's usual views. 3 of them broke out.
Outlier zone · 2x+0.25x0.5xnormal2x5x10x0.4x its channel's normal0.5x its channel's normal0.6x its channel's normal0.7x its channel's normal0.8x its channel's normal0.8x its channel's normal0.9x its channel's normal0.9x its channel's normal1.0x its channel's normal1.0x its channel's normal1.1x its channel's normal1.2x its channel's normal1.4x its channel's normal1.4x its channel's normal1.5x its channel's normal1.6x its channel's normal1.6x its channel's normal2.2x its channel's normal · outlier3.8x its channel's normal · outlier8.0x its channel's normal · outlier
typical 1.2x
Your angle
About averageTested ✓The title's angle. Blind test: AUC 0.56 on 1,483 videos (0.5 = coin flip).
comparison
18% of comparison videos take off here. Niche average 18% (the tick).
Packaging
Not predictive here yetPackaging checklist. Blind test: AUC 0.51 on 1,484 videos (0.5 = coin flip).
7 of 13
Checks where you match what outliers do. The gaps are small here, so treat this as a tie-breaker.
How it looks in the feed
Your draft next to the closest outliers it has to compete with. Would you click yours?
Desktop home feed, ~360 px wide
R
Codex Full Course 2026: The NEW Best AI Coding Tool
Riley Brown
3.8x the channel's normal
You
Y
Best AI Coding Agent in 2026?
Your channel
Not published yet
R
Claude Code Skills just Built me an AI Agent Team (2026 Guide)
Riley Brown
2.2x the channel's normal
N
AI Agents Full Course 2026: Master Agentic AI (2 Hours)
Nick Saraev
8.0x the channel's normal
T
Codex vs Claude - an Honest Comparison
Tech With Tim
2.6x the channel's normal
F
You’re Not Behind (Yet): How to Build AI Agents in 2026 (no coding)
Futurepedia
3.9x the channel's normal
The numbers behind it
Everything the verdict is based on, for when you want to dig in.
Your title reads as comparison
Puts two or more things against each other: 'X vs Y', 'which is best', 'compete'.
Each bar is the share of videos with that angle that got 2x+ their channel's normal views. The line is the niche average.
avg 18%
tutorial26% of 315 tutorial videos became outliers26%
challenge22% of 32 challenge videos became outliers22%
review22% of 21 review videos became outliers22%
comparison · you18% of 123 comparison videos became outliers18%
list16% of 74 list videos became outliers16%
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%
story4% of 25 story videos became outliers4%
Based on 1,484 recent AI & Tech videos from 61 channels, every channel weighted equally. In blind tests on this niche, how look-alike videos did and the title's angle predicted which videos became outliers, so they lead this report.
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