What does Social engagement visibility mean in this evidence set?
Source-backed creator statements and evidence excerpts related to Social engagement visibility.
Topic evidence page
Social engagement visibility
Source-backed creator statements and evidence excerpts related to Social engagement visibility.
Questions this topic answers
iWhat do creators repeatedly say about Social engagement visibility?
Replying to comments is claimed to drive much more social visibility than passive likes, based on leaked X signal weights and creator experience.
What should an SEO or AI visibility operator inspect first?
Replying to comments is claimed to drive much more social visibility than passive likes, based on leaked X signal weights and creator experience.
How strong is the public evidence?
This topic currently has 1 source records, 1 public insight cards, and 1 creators in the public Base2026 export.
Top Creators
Public Insight Cards
Replying to comments is claimed to drive much more social visibility than passive likes, based on leaked X signal weights and creator experience.
X leaked its own algorithm. Most people completely missed it. The most insane thing, pay attention here. You get a 75 times visibility boost if you are responding to comments. Retweets, 20 times visibility. Replies, 13.5. Profile clicks, 12. Link clicks, 11. Bookmarks, 10. Likes, just one...
OpenRelated Source Records
๐ leaked its own algorithm. Most people completely missed it. The most insane thing, pay...
X leaked its own algorithm. Most people completely missed it. The most insane thing, pay attention here. You get a 75 times visibility boost if you are responding to comments. Retweets, 20 times visibility. Replies, 13.5. Profile clicks, 12. Link clicks, 11. Bookmarks, 10. Likes, just one...
OpenEvidence Passages
Short public snippets grouped with their source record, creator, and date.
X leaked its own algorithm. Most people completely missed it.
The most insane thing, pay attention here. You get a 75 times visibility boost if you are responding to comments.
Retweets, 20 times visibility. Replies, 13.5.
Profile clicks, 12. Link clicks, 11.
Bookmarks, 10. Likes, just one.
A single conversation where someone replies, where you reply back, is worth 75 times a like. Two of those are worth more than 150 likes.
This was broken down by Charles Float on X. I'm telling you from experience, it's the same across all social media algorithms.
If you are putting up content anywhere, reply to your comments. Your audience will thank you, they will love it, and it will get you more visibility.