Topic evidence page

Social engagement visibility

Source-backed creator statements and evidence excerpts related to Social engagement visibility.

1public insight cards
1source records
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Top Creators

Public Insight Cards

These are deterministic, source-backed cards from the offline export. They are not live AI answers.

Replying to comments may increase social visibility substantially more than passive likes, based on claimed/leaked X algorithm signals and creator experience.

@@build_in_public · asserts

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,...

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Related Source Records

𝕏 leaked its own algorithm. Most people completely missed it. The most insane thing, pay atte...

@@build_in_public · 2026-03-31

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,...

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Evidence Passages

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 sam...