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

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×travelViralVault analyses and embeds every TikTok in 240ms — frame attention, audio, caption density, save-bait. So you know what it's about before you tap.
Every format gets one of four states — on fyp, peaking, cooked, or dual-high. No tagging, no folders, no manual sorting. The model does the work.
ViralVault tells you what's hitting right now, what's just noise, and what deserves a save. Breeze through your fyp, every day.
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.

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.
Hook → demo → payoff, broken down second-by-second — plus the underlying mechanism, the one key element, and the mistake to avoid.
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.
Generate ready-to-shoot hooks from the winning structure across five angles — contrarian, listicle, POV, curiosity, meme — in one click.
7.43×



6.12×


5.21×2.84M videos, 38 niches, refreshed every 6 hours. 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×ViralVault knows which creators consistently outperform two baselines and which are just coasting on follower count. Tap to pin the real ones.
20 free scores a day. Full Chrome extension. No card. Real ones never paywall the free tier.
ViralVault is a TikTok analytics platform that grades every video against two independent baselines — the creator's own historical median and the niche median — to produce an Outlier Score. A video that beats both baselines at once earns “Dual-High” status, the strongest signal that a format is breaking out rather than just riding an established audience. Creators and UGC agencies use it to spot rising video structures before they peak, generate hooks against them, and track competitor formats — no production team required.
The Outlier Score measures how far a video over- or under-performed its expected reach. ViralVault computes it twice: a Creator Score (versus that creator's own typical views) and a Niche Score (versus the median for the niche). Looking at both separates a creator simply having a big audience from a format that genuinely outperformed.
Dual-High is when a video scores high on both the Creator Score and the Niche Score simultaneously. It's the clearest evidence that the format itself — not just the creator's existing following — drove the result, which makes it the best candidate to study and replicate.
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 for unlimited searches, both scores on every video, and AI hook generation.
ViralVault re-indexes its full catalog nightly, with hourly incremental updates for trending niches. Most videos appear within about four hours of being posted.
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.