The threat model that most security teams built for deepfake fraud assumed gradual capability growth and detectable artifacts. Neither assumption held. The barrier to entry collapsed so completely that commodity tools available on dark-web markets now produce broadcast-quality synthetic media on consumer hardware, and voice cloning requires just three seconds of audio. The organizations still calibrating their response to where deepfakes were two years ago are defending against a weapon that has already been replaced by a better one.