Comparative Analysis of Synthetic Content Proliferation Across Digital Video Ecosystems
Part 1: Scientific Report (English) Comparative Analysis of Synthetic Content Proliferation Across Digital Video Ecosystems 1. Abstract The rapid democratization of generative artificial intelligence (GenAI) has fundamentally altered the digital content landscape. This report quantifies and analyzes the distribution of low-quality, automated AI-generated content—colloquially and academically termed AI Slop —across mainstream and alternative video hosting platforms. Empirical monitoring reveals that short-form, algorithmic-feed platforms (TikTok) exhibit the highest saturation of synthetic material (~60%), followed by mixed-format platforms (YouTube) at ~21%. Alternative, niche, and peer-to-peer (P2P) platforms maintain low volumetric levels due to different monetization structures and audience behavior. 2. Platform Analysis & Empirical Data 2.1 High-Saturation Platforms (TikTok & YouTube Shorts) Algorithmic recommendation engines that rely heavily on passive user behavior...