Sudden, unexplained spikes in likes can indicate purchased TikTok engagement.
Inconsistencies in engagement, such as high likes with minimal comments, are suspicious.
The quality and timing of comments may reveal automated, fake accounts.
Comparing like-to-comment ratios and follower-to-like...