Glossary/AI in Marketing/Model Collapse
AI in Marketing
Model Collapse
Degradation that occurs when AI models are trained heavily on AI-generated content, causing outputs to grow less diverse and accurate.
By Brandon Mina·CEO, BrandPilot AI·Updated November 2026
Short answer
Model collapse is the degradation that occurs when AI models are trained heavily on AI-generated content rather than human-created data. Over successive generations, outputs grow less diverse, less accurate, and more prone to repeating errors. It is one reason original, human-produced content and high-quality data sources remain valuable as AI-generated material spreads online.