Model collapse risks enterprise AI performance through recursive synthetic data training

2026-04-13

Model collapse occurs when AI training relies on synthetic data, causing statistical errors and hallucinations. A 2025 Ahrefs study found 71.7% of web pages contain AI-generated content. Enterprises need to balance human and synthetic data to prevent degenerative loops that erode model fidelity and business trust.