Natural writing
We target generic framing, repeated transitions, inflated language, and uniform cadence. The goal is not random messiness. It is prose that follows the thought.
About Unrobot
Unrobot is one focused humanizer. We are building it around three outcomes: natural writing, the writer's voice, and meaning preserved.
We target generic framing, repeated transitions, inflated language, and uniform cadence. The goal is not random messiness. It is prose that follows the thought.
Meaning Lock checks facts, numbers, citations, links, qualifications, and intent. A smoother sentence is not an improvement if it changes what the writer said.
Detector results are secondary evidence, not proof of authorship. Any benchmark we publish should name the samples, tool, date, criteria, and limitations.
Our method
Human preference. Which version sounds more natural to readers?
Semantic preservation. Did every important claim and qualification survive?
Protected details. Are citations, numbers, links, names, and quotations intact?
Editing required. How much does the writer change after receiving the result?
Detector behavior. Do dated tests show less predictable writing across several tools?