Independent Platform Research

Comment
ecosystems
don't lie.

Bot networks coordinate through coordinated comment activity — flooding videos with duplicate text, template phrases, and brand-new throwaway accounts. We surface those patterns using only public data. Every signal visible. Every result auditable.

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YouTube — comment ecosystem analysis

Analyzes 5 recent videos · comment ecosystem