Guides to spotting fakes and vetting creators

Guides is the how-to section: step-by-step ways to catch fake engagement, vet an account before you trust it, and understand what a creator's own data is actually telling you. Start here if you're wondering whether a follower count means anything, whether a "viral" moment was bought, or how to read the smaller tells — comment-to-follower ratios, posting cadence, sudden subscriber spikes — that separate an organic creator from an engagement-pod or bot-farm operation.

Three worth reading first: 7 signs an influencer has fake followers walks through the ratios and patterns to check by hand; How to Verify a YouTube or Twitch Account Is Legit pairs that with the free checker's own methodology; and How to Spot a Deepfake or AI-Generated Influencer Endorsement covers the newer version of the same problem. Every guide here explains why a signal matters, not just what to look for, and links back to a free check you can run on a real handle in seconds.