Most “viral hack” advice on the internet is reverse-engineered after the fact. ViralVault is built on a different bet — that the structure of a TikTok video is knowable in advance, and that the people creating today's algorithm deserve tools that prove what's working with math instead of hot takes.
In 2024 I watched a creator with 80K followers post a video that did 2M views. The same week, a creator with 2M followers posted a video that did 2M views. Every “TikTok analytics” tool treated them the same.
That's the gap ViralVault was built to close. Creator Score grades a video against the creator's own baseline. Niche Score grades it against the whole niche. When both fire, you've found a Dual High — the strongest signal in short-form video.
“The reframe at 4s is the save-trigger. Receipts win, vibes lose.”
Every score is decomposable. We never give a verdict without the math behind it.
20 daily scores · full Chrome extension · forever. The free tier is the product — not a tease for the paid one.
We never paywall data that's publicly available. You can already see this stuff on TikTok — we just do the math.
No retention dance. No win-back emails. Cancel from Stripe directly if you'd rather not see us again.
MRR · churn · the roadmap · the bugs. All of it lives on our /built-in-public page, updated weekly.
Built ViralVault solo since Jan 2025. Previously: scaled creator-tools at two startups, shipped a Chrome ext that hit 200K MAU. Find me on X @viralvault — I read everything.
2.84M videos indexed · 184K creators tracked · 38 active niches · 412 paying users · $14.2K MRR · 99.94% uptime over the last 90 days. Updated weekly on /built-in-public.