The ViralVault search dashboard — every TikTok scored against its creator and its niche

Know what's a fluke
and what's a format.

ViralVault grades every TikTok and YouTube Short against the creator and the niche. Two numbers, one verdict — zero vibes-based takes.

the model

Every video,
handled for you.

6.81×finance
0.74×ai/tech
6.81×beauty
2.40×business
3.20×fashion
3.20×fitness
2.40×travel
6.81×finance
5.43×ai/tech
2.40×beauty
0.74×business
1.12×fashion
6.81×fitness
0.74×travel
1.12×finance
3.20×ai/tech
0.74×beauty
3.20×business
2.40×fashion
5.43×fitness
1.12×travel
2.40×finance
2.40×ai/tech
3.20×beauty
6.81×business
5.43×fashion
3.20×fitness
6.81×travel
6.81×finance
3.20×ai/tech
0.74×beauty
1.12×business
5.43×fashion
3.20×fitness
5.43×travel
2.40×finance
0.74×ai/tech
0.74×beauty
3.20×business
1.12×fashion
2.40×fitness
0.74×travel
3.20×finance
5.43×ai/tech
2.40×beauty
1.12×business
5.43×fashion
3.20×fitness
6.81×travel
6.81×finance
5.43×ai/tech
6.81×beauty
1.12×business
2.40×fashion
3.20×fitness
1.12×travel
6.81×finance
0.74×ai/tech
6.81×beauty
2.40×business
3.20×fashion
3.20×fitness
2.40×travel
6.81×finance
5.43×ai/tech
2.40×beauty
0.74×business
1.12×fashion
6.81×fitness
0.74×travel
1.12×finance
3.20×ai/tech
0.74×beauty
3.20×business
2.40×fashion
5.43×fitness
1.12×travel
2.40×finance
2.40×ai/tech
3.20×beauty
6.81×business
5.43×fashion
3.20×fitness
6.81×travel
6.81×finance
3.20×ai/tech
0.74×beauty
1.12×business
5.43×fashion
3.20×fitness
5.43×travel
2.40×finance
0.74×ai/tech
0.74×beauty
3.20×business
1.12×fashion
2.40×fitness
0.74×travel
3.20×finance
5.43×ai/tech
2.40×beauty
1.12×business
5.43×fashion
3.20×fitness
6.81×travel
6.81×finance
5.43×ai/tech
6.81×beauty
1.12×business
2.40×fashion
3.20×fitness
1.12×travel
23,000+
videos · scored · indexed
01deep analysis

Every video, understood.

Every video gets read for frame attention, audio, caption density and save-bait. You know what it's about before you tap.

demo data — not customer results

the breakdown

Every video, dissected.

Open any video and ViralVault shows you why it worked — two scores, the full format anatomy, the spoken transcript, the engagement signals, and a hook writer to clone it. No guessing what to copy.

ViralVault video analysis panel — creator and niche scores, format anatomy with hook/demo/payoff, engagement signals, and the hook writer
dual score

Two verdicts, not one

Every video is graded against the creator's own median and the niche median. 260× on both means the format is winning — not just a big account.

format anatomy

The structure, decoded

Hook → demo → payoff, broken down second-by-second — plus the underlying mechanism, the one key element, and the mistake to avoid.

signals

Raw stats → real signals

Views, likes, shares and save-rate distilled into plain flags — Loved, High Engagement, Save-worthy, dual-high — so you read the verdict at a glance.

transcript

The words, verbatim

Spoken transcripts pulled from TikTok's own captions, on Pro and up — lift the pacing and phrasing, not just the first three seconds. Where no caption track exists, the field stays blank.

the loop

Score it. Steal it. Ship it.

Finding the heater is half the job. ViralVault walks you the rest of the way — from a scored video to a hook in your voice to a script you can shoot this afternoon.

hook writer

Five angles, one click

Ready-to-shoot hooks generated from the winning structure — contrarian, listicle, POV, curiosity, meme. 3 a day free, 100 a day on Pro.

guided scriptwriter

Topic to script, four steps

Pick a video and walk Topic → Research → Hook → Script. The research step reads the index, not a model — Dual High rates by hook and content type, sample sizes shown — so it costs nothing. 3 scripts a month free, unlimited on Pro.

boards

From saved to shot

Pin specimens to boards as you dig, then start a script straight from any saved video. Nothing you find gets lost between sessions.

your scoreboard

Then it turns around and scores you.

Your Scoreboard runs your own posts through the same math — every video against your own median, with the same state pills. TikTok and YouTube Shorts sit on separate tabs and are never averaged. Free shows your last 10 per platform; Pro keeps the full history.

§ niches · 12 active

Outperformers in your finance.finance.ai/tech.beauty.wellness.comedy.indie biz.

§ finance · 14 examplesμ 5.34× · σ 1.12
7.43×

Controversial Take + Reframe

7.43×creator
5.21×niche
dual-high24–35s· conf 0.94
§ ai/tech · 11 examplesμ 4.91×
"3 things I tried" Listicle
@ai.tools.dani · 1.8M
4.87×
Built it in a weekend
@codingwithjules · 540K
2.87×
Free AI stack tour
@vibe.coder · 740K
4.21×
What I shipped this week
@ship.it.eli · 320K
1.42×
§ beauty · 9 examplesμ 4.20×
6.12×

Dupe vs Original Reveal

6.12×creator
on fyp· 15–22s
§ comedy · 7 examplesμ 6.81×
Meme + Explainer
@unserious.genius · 2.1M
6.81×
Cold-take + receipt
@menace.energy · 1.4M
5.43×
POV: you discovered
@plot.twist.eras · 920K
3.20×
§ education · 6 examplesμ 4.42× · ↑
5.21×

Silent Tutorial · Text-Only

5.21×creator
dual-high· audio·off · 88%

demo data — not customer results

the index

Every niche, indexed.

23,000+ videos across 12 niches, scores and baselines recomputed daily, view counts on recent videos refreshed daily. The wall keeps growing — and we tag every tile so you only see what's actually outperforming.

7.43×
6.12×
7.43×
5.21×
6.12×
7.43×
0.74×
7.43×
5.21×
0.74×
1.12×
1.12×
3.87×
5.21×
3.87×
2.42×
0.74×
2.42×
1.12×
0.74×
6.12×
2.42×
5.21×
3.87×
3.87×
5.21×
5.21×
0.74×
2.42×
0.74×
5.21×
5.21×
1.12×
2.42×
2.42×
2.42×
5.21×
1.12×
6.12×
1.12×
2.42×
6.12×
3.87×
3.87×
2.42×
5.21×
2.42×
3.87×
2.42×
6.12×
23,000+
videos indexed · 7,800+ creators · 12 niches · 1,400+ Dual Highs
the filter

Too many creators,
not enough signal.

ViralVault knows which creators consistently outperform two baselines and which are just coasting on follower count. Pin the real ones to a Watchlist — and on Pro, let an Automation sweep their new outliers into a board while you sleep, with a spend cap you set.

Pin the real ones

3 selected · finance + indie14d window · sorted by creator-xdemo data · not customer results
@finance.with.maya
finance · 184 posts · μ 5.34×
5.34×creator
3.67×niche
@indexfund.eli
finance · 312 posts · μ 4.18×
4.18×creator
2.84×niche
@founder.flynn
indie biz · 96 posts · μ 4.87×
4.87×creator
3.21×niche
@ai.tools.dani
ai/tech · 148 posts · μ 3.12×
3.12×creator
2.42×niche
@wellness.daily
wellness · 412 posts · μ 0.74×
0.74×creator
0.42×niche
@beautybyari
beauty · 208 posts · μ 1.12×
1.12×creator
0.84×niche
Pinning 3 creators · ~62 new dual-highs / wk
pricing

Free to check. $19 to go deep.

free

$0

3 daily scores · the full Chrome extension · 1 Creator Scout a month · no card.

pro

$19/mo

Unlimited searches · both scores on everything · unlimited guided scripts · automations and reports.

pro+ads

$29/mo

Everything in Pro, plus the full Ads Intelligence suite.

See full pricing →

Stop guessing what's on the algo.
Start scoring it.

3 free scores a day. Full Chrome extension. No card. Enough to check the scores against your own niche.

The short version

What is ViralVault?

What is ViralVault?

ViralVault is a short-form analytics platform for TikTok and YouTube Shorts. It grades every video in its index against two baselines — the creator's own historical median and the niche median — to produce an Outlier Score. A video that beats both at once earns Dual High status: the strongest sign that a format is breaking out, not just riding an existing audience. Creators and UGC agencies use it to catch rising formats before they peak, write hooks and scripts against them, and track their own accounts against their own medians.

What is the Outlier Score?

The Outlier Score measures how far a video over- or under-performed its expected reach. ViralVault runs it twice: a Creator Score (versus that creator's own typical views) and a Niche Score (versus the median for the niche). Both scores together tell you whether a creator just has a big audience or the format actually outperformed.

What does “Dual High” mean?

A Dual High is a video that scores high on both the Creator Score and the Niche Score at once. It's the clearest sign the format drove the result — not the creator's existing following — which makes it the best one to study and copy.

Does ViralVault score YouTube Shorts?

Yes. Shorts get the same two-baseline scoring — a Creator Score against the channel's own median and a Niche Score against the niche. They show up in search behind the platform filter, in your dashboard feed, as a separate tab on Your Scoreboard — and the Chrome extension badges Shorts right in the player as you swipe.

Is ViralVault free?

Yes. The free tier includes 3 video scores per day, the Niche Score on every video, and the full Chrome extension at no cost. Paid plans start at $19/month — or $182/year, which works out to $15.17/month — for unlimited searches, both scores on every video, AI hook generation, and unlimited guided scripts.

How fresh is the data?

Scores and baselines recomputed daily, and view counts on recent videos refreshed daily. Discovery runs on a rotation — each niche re-scraped weekly — so a brand-new video typically enters the index within a few days of posting.

Does ViralVault have a Chrome extension?

Yes — free on every plan, including the free tier. It overlays the Niche Score on any TikTok grid so outliers jump out as you browse, and on YouTube the badge follows you into the Shorts player; paid plans add the Creator Score overlay too.

What can't the score see?

The Outlier Score is a view multiplier against two baselines. It can't tell you which part of a video worked, it doesn't read saves, sends or rewatches as intent, and it doesn't predict follows or sales. It tells you a format outperformed; the anatomy, transcript and signals are there for the why.