Whitepapers
In-depth analysis, data-driven research, and comprehensive guides to help you master YouTube comment moderation.
Research & Data
Data-driven analysis and original research on YouTube spam trends.
The 2026 State of YouTube Comment Spam
An overview of YouTube comment spam trends, patterns, and their impact on creator communities. Drawing on publicly available platform data, academic research, and documented scam operations.
Comment Quality vs. Channel Growth: What We Know
What does the research actually say about the relationship between comment section health and channel performance? An honest look at the evidence — and the gaps.
Strategic Guides
Actionable moderation strategies for creators and community managers.
From Manual to Automated: The Case for AI-Powered Moderation
An honest cost-benefit framework for thinking about automated comment moderation. Time, opportunity cost, and practical considerations for YouTube creators.
Legal Considerations for YouTube Comment Moderation
Navigate the legal landscape of content moderation. Platform liability, user rights, defamation, copyright, GDPR compliance, and risk mitigation strategies for creators and platforms.
Building a Scalable Comment Moderation Workflow
The complete blueprint for designing, implementing, and scaling your YouTube comment moderation system from 10K to 10M subscribers. Process engineering for creator teams.
Technical Guides
Deep dives into the technical side of spam detection and the YouTube API.
Industry Guides
Moderation guidance tailored to specific creator niches.
Beauty & Lifestyle Creators: Defending Against Product Spam
Protecting Your Educational Channel: A Moderation Blueprint
The Gaming Creator's Guide to Community Management
Niche Guides
Spam patterns and defence playbooks for individual content categories.