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.

Wispr Flow: Dictation That Works Everywhere — Stop typing. Start speaking. 4x faster.

Stop typing. Start speaking. 4x faster.

Hey Product Hunt 👋 I built TextHumanize because I kept running into the same problem: AI-generated text *looks fine*, but still feels artificial — repetitive structures, predictable phrasing, and that subtle “AI tone” you can’t unsee. Most solutions rely on more AI. I went in the opposite direction. TextHumanize is a fully algorithmic, open-source engine that works **100% offline** — no APIs, no models, no hidden processing. Just a deterministic pipeline (38 stages) that rewrites text to sound natural while preserving meaning. Key ideas behind it: • Reduce patterns, not just rewrite words • Keep full control (intensity, seed, keyword preservation) • Make it transparent and auditable (metrics + change reports) • Support real workflows (local, CI/CD, private data) It’s already being used in content pipelines, SEO workflows, and internal tools where privacy actually matters. Would love your feedback 🙌 Curious — how do you deal with AI text quality today?

Wispr Flow: Dictation That Works Everywhere — Stop typing. Start speaking. 4x faster.

Stop typing. Start speaking. 4x faster.

TextHumanize

Open-source, offline engine that humanizes AI text.

Open-source, offline engine that humanizes AI text.