
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.
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×travelEvery video, understood.
Every TikTok gets read for frame attention, audio, caption density and save-bait. You know what it's about before you tap.
State pills, not vibes.
Every format gets one of four states — on fyp, peaking, cooked (already saturated), or dual-high (breaking out on both scores at once). No tagging, no folders, no manual sorting. The model does the work.
Today's heater list.
ViralVault tells you what's hitting right now, what's just noise, and what deserves a save. Breeze through your fyp, every day.
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.

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.
The structure, decoded
Hook → demo → payoff, broken down second-by-second — plus the underlying mechanism, the one key element, and the mistake to avoid.
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.
Steal the format, fast
Generate ready-to-shoot hooks from the winning structure across five angles — contrarian, listicle, POV, curiosity, meme — in one click.
Outperformers in your finance.finance.ai/tech.beauty.wellness.comedy.indie biz.
7.43×Controversial Take + Reframe




6.12×Dupe vs Original Reveal



5.21×Silent Tutorial · Text-Only
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×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
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.