The ratios that give away bought engagement

The failure mode of buying engagement is almost never the delivery. It is buying one metric in isolation and leaving a ratio that reads wrong to anyone who glances at it.

Nobody is running an audit. They are looking at two numbers that happen to sit next to each other on screen, and forming an impression in under a second. Here are the pairs that produce that impression, and what a plausible version of each looks like.

Followers against likes

The most-checked pair, and the one most often broken.

Engagement rate is likes divided by followers. Buying followers alone moves the denominator and leaves the numerator, which makes the account look worse than before the purchase.

| Follower count | Plausible likes per post | | --- | --- | | 1,000 | 30 - 60 | | 10,000 | 200 - 400 | | 100,000 | 1,000 - 3,000 |

An account with 100,000 followers and 90 likes a post is not read as a big account having a bad week. It is read as a bought account, immediately and permanently.

Views against likes

On TikTok, Instagram Reels and Shorts, this is the pair that sits directly under the video.

Five to ten percent is the ordinary band on a video that landed. Below about one percent reads as a video people watched and disliked, which is worse than a low view count. Above about twenty percent reads as purchased.

The practical rule: order views first, then size the like order against the views you actually bought, not against a round number.

Views against comments

Comments are effortful, so the ratio is low everywhere and the absence of them is normal. A video with 200,000 views and zero comments is unremarkable.

A video with 200,000 views and eight comments that all say "nice" in slightly different ways is not unremarkable. If you buy comments, buy few of them, and understand that the generic text is the constraint you are accepting.

Followers against following

Cheap to check and rarely thought about. An account following 4,800 people and followed by 40,000 has an obvious explanation, and it is not that the content is good.

If you have used follow-for-follow tactics historically, clean the following list before buying followers. The two together tell a story neither tells alone.

Subscribers against views on YouTube

The channel-level version of the same problem. A channel with 80,000 subscribers whose videos get 300 views has a subscriber base that is either dead or never existed.

YouTube's own recommendation systems notice this too — a low click-through rate from subscribers is a signal that suppresses distribution. This is the one case where a broken ratio does measurable damage beyond the impression it creates.

Story views against followers

Instagram-specific and mostly invisible to the public, but it is the first number brands ask for, precisely because it is harder to fake at scale.

Ten to thirty percent of your follower count is a normal band. An account with 50,000 followers and 400 story views has a follower base that is not watching, which is a shorter way of saying it was purchased.

The general rule

Buy the metric that fixes the ratio, not the metric with the biggest number. In practice this usually means smaller orders across two or three services rather than one large order in a single one — and it means checking what the ratio looked like before you order, so you know what you are trying to preserve.

Every service page on this site lists what the service will not do, which is usually the ratio it does not fix. Browse the catalogue with that in mind.