Make an AI image read as a file,
not as a model export.
"Humanize" is a marketing word for three concrete operations: drop the provenance manifest, drop the generator metadata, and rewrite the pixel watermark inside a bounded tolerance.
Provenance
C2PA manifest removed from JPEG APP11, PNG caBX or WebP XMP. Verifier reads nothing.
Metadata
EXIF, IPTC and XMP cleared, including DigitalSourceType and model name strings.
Pixels
Seeded DCT rewrite at 43.9 dB standard, or 49 dB subtle if you want the lightest touch.
What it will not do
It will not make a generated image pass a forensic classifier that scores texture statistics. It will not restore detail that was never rendered. It will not make a file "undetectable" — that is a claim about an adversary's current model, and nobody selling you a download can make it truthfully.
What it will do
It will remove every provenance carrier the file actually contains, and it will reduce the correlation a SynthID-class detector measures from the pixels. Those are the two things that decide whether a platform labels your upload. Everything beyond that is a guess dressed as a guarantee.