24% of the corpus clears 2×. Start there.
Every video ranked by views ÷ its own channel's median, never by raw view count.
Free to search · channel-size, duration and engagement filters on Plus
Outlier research console · refreshed weekly
vidfora finds the niches with real demand and room to win, shows you which videos genuinely broke out there and why, then helps you package your version: titles, thumbnails, and an AI coach grounded in real breakout data.
Free plan · no credit card required

7 Dog Breeds NO Dog Trainer Ever Wants to Train..
Tom Davis Dog Training
90x
12.7K median
→ 1.1M views
the 1-in-10 video you're looking for
Build your first app with AI. No coding background required
median 1.1K → 944K views>100x
Stop letting your social media traffic go to waste
median 2.9K → 2.1M views>100x
Hint: It’s all you need #TEDTalks
median 32.3K → 17.7M views>100x

From the ledger · what a breakout looks like
Why Are Guillotine Blades Angled? (tested)
Know Art
216x
8.6K median
→ 1.7M views
A maker channel with an 8.6K-view median. One perfectly packaged question, 1.7M views. That gap is the signal the database exists to catch.
Scan niches for real demand with room to win, then search the scored outlier database for what already broke out there. Every result earned its place by beating its own channel's baseline.
Study the packaging on the thumbnail wall, preview yours against real competition, and ask the AI coach what the breakouts in your niche have in common.
Build the thumbnail in the studio, generate titles measured against YouTube's 70-character cut, and track rivals so the next breakout pings you first.
Packaging worth studyingpulled from the live corpus

Hip Thrust VS Glute Bridge - Which is more effective?!
median 9.6K → 172K views

Should You Take Google's AI Certificate? My Honest Take
median 12.3K → 4.2M views

Neuroscientist: TRY IT FOR 1 DAY! You Won't Regret It! Habits of The Ultra Wealthy for 2023
median 23.3K → 10.7M views
View counts lie. A video with 500K views sounds impressive until you realise the channel averages 2 million. That's an underperformer. But 500K views on a channel averaging 50K? That's a video worth studying.
vidfora scores every video against its own channel's median, so the feed only shows ideas that genuinely overperformed. Those are the 1-in-10 videos worth reverse-engineering.
500K views · channel averages 50.1K
Same video. Only the baseline moved — that's a big breakout.
500,000 ÷ 50,122 = 10.0x
outlier score = views ÷ channel median views, same format
Describe the video, get a finished thumbnail, then drop in arrows, circles and text in the editor. No design skills needed. Every image below was made with vidfora. None of them are stock.












Free design studio on every account · AI generation on Plus · no credit card required
Research what's already working, then package your version with thumbnails and titles built to win the click.
Every video ranked by views ÷ its own channel's median, never by raw view count.
Free to search · channel-size, duration and engagement filters on Plus
Scores a channel's recent uploads against its own median, on demand.
Live fetch · no API key of your own required
Each niche with its volume and its biggest breakout. Ranked, not vibed.
Four shown, spread across the range. Niche Hunter ranks them all
Proven thumbnails with the titles stripped off, so you read the packaging and nothing else.
Visual lookalikes available on a curated subset of the library
Drops into a real YouTube feed beside real outliers: home, search, sidebar and mobile.
Runs entirely in your browser. The image is never uploaded
Concepts arrive as a spec (headline, palette, layout), then you edit and export clean.
Designer free on every account · AI concepts & images on Plus (3,000 credits/mo)
Modeled on real outliers in your niche. The only score it returns is character count.
No invented CTR grade. YouTube truncates around 70 characters, so that's what we measure
Chat through your channel's next move. Every answer is grounded in the real outliers of your niche, with a deep-think mode for the hard calls.
Draws on the scored corpus, not generic advice · script feedback handoff from the editor
Connect your channel and get the per-video subscriber math YouTube Studio buries.
Read-only YouTube connection · disconnect any time
Live scans surface niches where outliers outnumber the channels competing for them, saved as dated, resumable history.
Live YouTube scan · results persist so a hunt is never lost to a closed tab
Folder your rivals, set 2× / 5× / 10×, and see every breakout since your last visit.
5 channels on Free, unlimited on Plus · alerts surface in-app, not by email
No cherry-picking here — where a competitor does something well, we say so, because every cell links through to the full breakdown. And yes, the free plan really does include outlier search — no credit card, no trial clock.
| Feature | vidfora | 1of10 | vidIQ | TubeBuddy |
|---|---|---|---|---|
| Cost | Free, then $29/mo — AI studio included | Free, $29/mo Basic — AI only on $69/mo Pro | Free, Boost ~$39/mo (~$16.58/mo annual) | Free, Pro ~$4.99/mo — AI tools on ~$49/mo Legend |
| Outlier video database | Basic outlier tools | |||
| Niche research | Keyword-oriented | |||
| AI thumbnail studio | Plus ($29/mo), 3,000 credits/mo | Pro ($69/mo), 1,000 credits/mo | AI thumbnail ideas | Thumbnail analyzer |
| AI titles & idea generators | Pro ($69/mo) only |
Full breakdown:vidfora vs 1of10vidfora vs vidIQvidfora vs TubeBuddyvidfora vs Subscribrvidfora vs Taja AI
Join on an annual plan now and the founding member rate is yours for life: it never goes up for you, even when it does for everyone else. The outlier feed and every creator tool stay free either way.
Founding member rate
Join during launch and keep this rate for life
Founding members lock in today's annual rate for as long as they keep their plan. It never goes up, even when our prices do. When launch ends, so does the rate.
Offer ends in …
Limited preview of the outlier dataset — plus every creator tool.
Includes:
No credit card required
$87/yr. Founding rate, locked in for life
Everything in Free, and
7-day money-back guarantee on all paid plans
$207/yr. Founding rate, locked in for life
Everything in Plus, and
7-day money-back guarantee on all paid plans
7-day money-back guarantee on all paid plans · Cancel anytime
vidfora is a YouTube growth platform built on one idea: don't guess what to make — study what already worked. It scores every video against its own channel's normal performance, surfaces the true outliers in any niche, and hands you the tools to package your version: AI thumbnails, titles, a coach, and a niche hunter that finds underserved topics before they get crowded.
Three jobs. Finding video ideas that are already proven — the outlier database shows which topics overperformed for channels like yours. Packaging — generate thumbnails and titles in the style of what's winning. And deciding what to make next — the niche hunter and AI coach turn the data into a concrete next move, so you sit down to work instead of scrolling for inspiration.
Any creator who'd rather have evidence than a hunch. New channels use it to skip the post-into-the-void phase by modeling videos that already broke out. Growing channels use it to spot the next breakout before their competitors do. Faceless and automation channels use it to validate a niche before investing in it. If you make videos and care whether they work, it's for you.
No — vidfora is most valuable before you have experience, because it replaces the two things beginners don't have yet: intuition about what works, and a backlog of their own results to learn from. The outlier scores tell you which ideas are proven, the packaging tools show you how they were presented, and the AI coach explains why. Your first videos start from evidence instead of trial and error.
Everything between “what should I make” and “it's ready to upload.” Research proven topics in the outlier feed, hunt for underserved niches, generate click-worthy thumbnails in seconds, test titles against what's winning, and workshop your angle with the AI coach. You bring the idea — vidfora does the homework.
Not primarily — and that's deliberate. A script generator can only remix what's already been said; it can't tell you whether anyone wants to watch it. vidfora starts one step earlier, with proof: which topics are overperforming right now, for channels your size, in your niche. The AI tools then help you develop and package that idea. You still make the video — you just make one the data says can win.
ChatGPT writes from what it was trained on — it doesn't know what's working on YouTube today, and it hands every creator who asks the same answer. vidfora runs on live performance data: every video scored against its own channel, refreshed continuously. ChatGPT can write about anything; vidfora tells you which “anything” is breaking out this week, then helps you package it. Use ChatGPT to type. Use vidfora to win.
Almost certainly. The database spans every major niche — gaming, finance, education, true crime, fitness, tech, and everything between — and the Live Channel Analyzer works on any channel at all. Paste in your own channel or a competitor's and get fresh outlier scores in seconds, no matter how obscure the corner. If your niche isn't in the dataset yet, the analyzer covers it on demand.
A video's views measured against what its own channel normally does, not against the rest of YouTube. A 7.1x means it did 7.1 times the channel's typical number, which is the signal that a topic or packaging idea is worth studying regardless of channel size.
Three choices that a naive views-over-average calculation gets wrong. The baseline is the median of the channel's other videos, so one past viral hit can't quietly raise the bar on everything that follows it. The video being scored is excluded from its own baseline, so a breakout can't dilute the very number it's being judged against. And Shorts and long-form are scored in separate pools, so a Short never looks like a 10x just because it sits on a long-form channel.
Free to start — the Free plan includes a daily research session on the full outlier feed (and inviting friends extends it to whole days), never expires, and needs no credit card. Paid plans unlock the full toolkit: Plus is $29/month (or $174/year) and Pro is $69/month (or $414/year). During launch, annual plans are an extra 50% off — $87/year for Plus, $207/year for Pro — and that founding rate is locked for as long as you keep the subscription, even after prices go up.
The founding rate is reserved for the first 1,000 customers — after that, launch pricing ends and new subscribers pay the regular price. Every founding member keeps their rate for as long as they stay subscribed; it isn't a first-year teaser or a coupon. When the spots are gone, the price goes up and stays up. If you're reading this, a spot is still open.
Yes — one click from your account page, no emails, no retention calls. You keep access through the end of your billing period, and the Free plan never expires, so you can always fall back to it. We keep creators with results, not contracts.
Yes. Every paid plan carries a 7-day money-back guarantee, and you can cancel anytime from your account. The Free plan never expires and needs no credit card.
Limited time · founding member rate
Join now and lock the founding rate before launch pricing ends. Free to search, 30 seconds to join, no credit card.
Try for FreeNo credit card required · 7-day money-back guarantee on paid plans · founding rate locked for life