Viral Validator
Stop guessing. Predict the viral math before you hit post
What it does
ViralValidator is the final check every short-form creator needs. We take the guesswork out of the algorithm by putting your video through our rigorous 5-Point Viral Pulse Check. We don’t just "guess"—we score your content on the metrics that actually trigger the algorithm: Hook Performance Retention Rate Shareability Likeability Commentability
Does the same job
all alternatives →
- VPViral Potential PredictorDec 2025 · hn-ph.vercel.app · ▲34
Hey HN, We analyzed 4,010,957 Hacker News submissions to find what actually makes posts perform well. Key findings: - 93.2% of posts never hit 50 points - Top 1% starts at 270 points - Certain keywords boost engagement by 1000%+ Built a free tool that scores your launch title and predicts viral potential: [link] The entire 4M post dataset is available as a single 700MB .mv2 file if you want to run your own analysis.
Viral Hook Analyzer5d ago · viralhookanalyzer.com · ▲2AI creator intelligence for YouTube, TikTok & Reels
More growth this month
the category →
AstraPixels▲267A pixel-art solar system at its real current positions.
Growth · 29d ago · astrapixels.com
