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AI Content Detection

The three ways to spot AI-generated content: probability scores from detectors, platform likeness detection, and watermark provenance, plus what a false call costs.

Deciding whether text or an image came from a model has moved from editorial instinct to a first pass by tools. Zhuque runs text and image channels and returns a probability, while GPTZero and Copyleaks rely on corpora that lean English. YouTube widened likeness detection from creators to officials, and a match does not mean a takedown. Watermark provenance is the other route, but needs every stage to cooperate.