488
Mentions
19,700,000
Views
5.2%
Engagement
📖 AI Analysis
It's the emotional payoff from the Gallagher family saga; readers are obsessed with the raw, angsty romance between Johnny and Shannon. The steady views prove it's a comfort re-read, not just a hype cycle.
📊 Current Rank
#13
— No change from last week
📡 Source Strength
TikTok
75%
Instagram
2%
YouTube
23%
📚 More Romance Books on BookTok
📐 How BookTokAI Rankings Work
Our algorithm tracks 35,897 titles across BookTok, Bookstagram, and BookTube — analyzing mentions, views, engagement rates, and week-over-week velocity from 1,522 creators and 1M+ posts. Updated every 24 hours.
40%
Mention Volume — How many creators are talking about this book
25%
View Reach — Total views across all BookTok videos mentioning the title
20%
Engagement Rate — Likes, comments, shares relative to views
15%
Velocity — Week-over-week growth and acceleration signals
ℹ️ About BookTokAI
BookTokAI tracks the most-mentioned books across BookTok, Bookstagram, and BookTube — analyzing mentions, views, engagement rates, and week-over-week velocity from 1,522 creators and 1M+ posts. Updated every 24 hours.
Every book links to Amazon for easy purchase. Our Most Anticipated section tracks upcoming releases generating buzz before they drop. Rankings are data-driven — no sponsored placements in the Top 20. Sponsored content is clearly labeled.
Contact: [email protected]
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