Circleboom Blog - Social Media Marketing

Every account that grows on X eventually accumulates bots. The arrival rate scales with visibility, the impact on analytics is silent, and the longer the cleanup is postponed, the more distorted the engagement metrics become. Running a structured bot audit is the only reliable way to reverse the drift.

"So if I run this thing, am I going to lose the post that got me my biggest client?"

That was the question on a kickoff call last winter, asked by an operator who had been burned once by a bulk-delete script that did not know the difference between a viral post and a quiet one. The post had earned 11 total interactions over its first 90 days, almost all of them from a s...