If you choose to use this tactic, experts recommend a specific approach to avoid detection and maximize impact:

X applies a "log2 transformation" to metrics, meaning the first few likes are exponentially more powerful than later ones.

buying a small amount of engagement like 50 "favorites" (now called ) on X (formerly Twitter) is a tactic often used to "jumpstart" a post's visibility . While the X algorithm in 2026 is sophisticated, early engagement still plays a critical role in determining a post's reach. The Role of 50 Likes in the 2026 Algorithm

While a like is the lowest-weighted signal (+0.5), it acts as a "seed" to trigger wider distribution to the For You feed. Strategic Considerations

For best results, engagement should arrive immediately after posting.

The X algorithm uses to decide which posts to promote.