We combine profile and audience signals across recent activity - rolling 30-day ERs, min/avg/max views, posting cadence and audience geography/language. Semantic analysis of bios, hashtags and transcripts flags mismatches. Reachability and engagement patterns reveal bots or inorganic spikes; fraud filters and cohort checks surface likely fake followers so you see a clean, verified audience.