Detect duplicate, near-duplicate, and stolen content across text, code, images, audio, and video. Reliably. At scale. UCFP is a production-grade content fingerprinting framework that lets you identify exact matches and perceptual similarity—even when content is cropped, paraphrased, compressed, trimmed, or lightly edited