TextHumanize

TextHumanize is an open-source, algorithmic engine that humanizes AI-generated text using a 38-stage pipeline across 25+ languages — 100% offline and zero dependencies. Powered by PHANTOM™, ASH™, and SentenceValidator™, it reduces AI-like patterns, is deterministic with seed control, supports keyword preservation, and provides change reports/metrics for privacy-first, on-prem workflows.