Loopform

Creator Network Mapping

Graph-based analysis of creator ecosystems—identifying influence clusters, cross-promotion patterns, and ideological alignment across seemingly unrelated accounts.

Detection

Understand the influence ecosystem, not just individual creators. Our network analysis maps relationships between accounts your child follows—identifying ideological clusters, cross-promotion patterns, and coordinated messaging across seemingly unrelated creators.

With graph-based modeling, we reveal how algorithms create echo chambers by connecting like-minded voices. There's no need to manually track who influences whom or which creators share audiences. Just provide the data and we'll map the network.

What this integration does:

  • Creator clusters and ideological alignment patterns

  • Cross-promotion networks and coordinated messaging

  • Influence pathways (which creators lead to which others)

  • Echo chamber formation and recommendation feedback loops

This layer reveals how algorithms don't just show content—they architect entire worldviews through curated networks.

Copyright © 2026 Wolense. Operated by Paystrat LLC. All rights reserved.

Wolense provides algorithmic pattern analysis for educational purposes only—not medical, psychological, or therapeutic advice. Our reports are diagnostic tools to help parents understand digital environments. All decisions regarding your child's wellbeing and digital access remain your responsibility. If you have concerns about your child's mental health, consult qualified professionals. By using Wolense, you confirm you have legal authority to provide data for analysis. Wolense is currently in beta; features and pricing may change. Not affiliated with TikTok, Instagram, YouTube, Facebook, Snapchat, or any analyzed platform.

Copyright © 2026 Wolense. Operated by Paystrat LLC. All rights reserved.

Wolense provides algorithmic pattern analysis for educational purposes only—not medical, psychological, or therapeutic advice. Our reports are diagnostic tools to help parents understand digital environments. All decisions regarding your child's wellbeing and digital access remain your responsibility. If you have concerns about your child's mental health, consult qualified professionals. By using Wolense, you confirm you have legal authority to provide data for analysis. Wolense is currently in beta; features and pricing may change. Not affiliated with TikTok, Instagram, YouTube, Facebook, Snapchat, or any analyzed platform.

Copyright © 2026 Wolense. Operated by Paystrat LLC. All rights reserved.

Wolense provides algorithmic pattern analysis for educational purposes only—not medical, psychological, or therapeutic advice. Our reports are diagnostic tools to help parents understand digital environments. All decisions regarding your child's wellbeing and digital access remain your responsibility. If you have concerns about your child's mental health, consult qualified professionals. By using Wolense, you confirm you have legal authority to provide data for analysis. Wolense is currently in beta; features and pricing may change. Not affiliated with TikTok, Instagram, YouTube, Facebook, Snapchat, or any analyzed platform.