Product

Humanizer

An editorial pipeline that makes AI drafts read like a person wrote them

LLM pipeline · Scored QA loop

Humanizer — An editorial pipeline that makes AI drafts read like a person wrote them

The problem

A model can draft a page in seconds, and a reader can smell it just as fast. In health, legal and finance the default machine voice is worse than awkward: it makes claims a compliance reviewer would strike.

How it works

Every draft goes through a loop. Write, score it against a catalog of machine-writing tells, rewrite, score again. Content gets classified by industry first, so a treatment center page is held to different rules than a product description. Nothing ships until the score clears a floor we set by scoring draft after draft until the numbers stopped moving.

It runs quietly behind the copy work on our client sites.

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