Bot / Burst Detection
Last reviewed: January 2026
How to detect suspicious follower bursts and inorganic growth on Instagram.
What a burst is
A burst is a sudden jump in follows that stands out from normal growth patterns.
Bursts can be legitimate (a viral post, a press hit) or suspicious (purchased followers, low-quality traffic).
Signals that matter
The key question is whether engagement and audience quality move with the burst.
Look for mismatches: big follower spikes without corresponding engagement, or clusters of thin/suspicious accounts.
How Heroic Signal™ helps
Heroic Signal™ can flag suspicious bursts and pair them with export-based context (timelines and engagement totals) so you can explain what happened.
Run an audience audit in minutes
Create an account, upload your Instagram export, and generate clean reporting: unfollow timelines, engagement totals, burst flags, and a shareable verification badge.