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 against the creator and the niche. Two numbers, one verdict — zero vibes-based takes.

the model

Every TikTok,
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
12,000+
videos · scored · indexed
01deep analysis

Every video, understood.

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

the breakdown

Every video, dissected.

Open any TikTok and ViralVault shows you why it worked — two scores, the full format anatomy, 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.

hook writer

Steal the format, fast

Generate ready-to-shoot hooks from the winning structure across five angles — contrarian, listicle, POV, curiosity, meme — in one click.

§ niches · 11 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%
the index · 47 live examples

Every niche, indexed.

12,000+ videos across 11 niches, scores and baselines recomputed daily, view counts on recent videos refreshed dailyniches. 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×
47 active
live examples · 11 niches · 12 rising
the filter

Too many creators,
not enough signal.

ViralVault knows which creators consistently outperform two baselines and which are just coasting on follower count. Tap to pin the real ones.

Pin the real ones

3 selected · finance + indie14d window · sorted by creator-x
@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
Skip for now Pin 3 creators

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

20 free scores a day. Full Chrome extension. No card. Real ones never paywall the free tier.

The short version

What is ViralVault?

What is ViralVault?

ViralVault is a TikTok analytics platform that grades every video 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 against them, and track what competitors are running.

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?

Dual-High is when a video 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.

Is ViralVault free?

Yes. The free tier includes 20 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 $15/month billed annually — for unlimited searches, both scores on every video, and AI hook generation.

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; paid plans add the Creator Score overlay too.