Data study·10 min read
The Q1 2026 Creator Engagement Report: 424 Videos, 5 Findings That Break Common Wisdom
We analyzed every TikTok, Reel, and Short our creators posted in Q1 2026. Instagram beat TikTok on engagement, longer videos crushed shorter ones, and Greenscreen ate the format wars. Full data, no fluff.
Data study·10 min read
TikTok Hooks Going Viral in May 2026 (1 Climbing, 2 Collapsing)
We pulled every TikTok and Reel posted in the last 30 days and tagged the hook on each one. Here's what's actually pulling engagement heading into May 2026, what's cooling off, and the formulas climbing fastest.
Data study·10 min read
Does Swearing Hurt Your Reach? A 3,765-Video Profanity Study
We compared 500 profane scripts to 3,265 clean scripts. Profane videos hit 1M views less than half as often. The biggest clean video got 69.8M views. The biggest profane video maxed at 5.5M. The cussing ceiling, in numbers.
Data study·13 min read
Watchable vs Talkable: A 10,761-Video Comment Rate Study
We analyzed comment-to-view ratios across 10,761 short-form videos. Comment rate goes DOWN as views go up. Politics videos provoke 3x the discussion of Health videos despite Health getting more reach. The hooks and niches that get talked about are not the ones that get watched.
Data study·15 min read
What 1M-View Scripts Actually Say: A Linguistic Teardown of 165 Viral Videos
We read every word of 3,633 transcripts and split them by view tier. Mega-viral scripts use longer sentences, ask 60% more questions, and swear half as much as long-tail content. Plus a first-word leaderboard: the openers most likely to break 100K (and the ones that bury you).
Data study·16 min read
We Ranked 16 Content Niches by Viral Hit Rate (10,226-Video Heat Map)
We bucketed 10,226 short-form videos into 16 topic niches and ranked them by % of videos crossing 100K views. Food, Health, and Sports dominate. Real Estate, Productivity, and Tech are the hardest niches to break out in. Full topic leaderboard with example videos.
Data study·17 min read
What Separates a 10K Video From a 1M Video? (10,042-Video Data Study)
We sliced 10,042 short-form videos into three view tiers and compared what changes as videos scale from the long tail into the viral tier. Investigator hooks scale steadily. Trust/utility content collapses. Talking Head loses share at the top. Full data study.
Data study·13 min read
Faceless vs Face-on-Camera: A 7,431-Video Data Study
We analyzed 7,431 short-form videos across TikTok, Instagram, and YouTube. Face-on-camera content owns 1,345 of the 1,598 viral hits over 100K views (84%). The full breakdown of where faceless still wins, why the average is misleading, and which hooks lose the most when you take the face out.
Data study·10 min read
How Many Hashtags Should TikTok and Instagram Videos Have? (10,001-Video Study Says Zero)
We counted the hashtags in 10,001 TikTok and Instagram videos and tracked their views. The 30-hashtag advice is wrong on both platforms. The real answer is closer to zero.
Data study·10 min read
Do TikTok and Instagram Videos Need On-Screen Text? (Data Says Yes, 14x Reach Gap)
We analyzed 5,354 TikTok and Instagram videos to test whether on-screen text actually moves views vs spoken hooks alone. The gap is 14x at the median. Here's the full breakdown by platform and format.
Guide·12 min read
Best Times to Post on TikTok by Niche (2026 Data from 3,600 Videos)
We analyzed 3,600 TikTok videos across 6 niches to find the best posting times for each one. Real data, not recycled advice. Every niche has a different peak window, but they all overlap at one time.
Data study·11 min read
TikTok & Instagram Best Practices 2026: The 2 Rules That Actually Move Views (And the 6 That Don't)
Every TikTok and Instagram guide in 2026 lists 10+ best practices. We AI-audited 4,893 videos and measured which violations actually correlate with fewer views. Only two rules move views at scale. The rest are noise, and one of them (keep it short) is flat wrong.