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AI generators leave fingerprints in image metadata: C2PA manifests, Stable Diffusion parameters, ComfyUI workflows. Here's how to find them, and what their absence does (and doesn't) prove.

AI

What AI Image Detectors Can and Cannot Prove

A detector gives you a percentage. A watermark gives you a signal. A metadata field gives you a document. These are three different kinds of evidence, and only one of them can be read.

AI

What Is C2PA? Content Credentials Explained

C2PA attaches a signed history to an image. It is the most serious attempt yet at proving where a picture came from, and it is also widely misread. Both halves matter.

AI image detection: reading metadata fingerprints · Pixvisor