Truuly ingests any AI draft, maps intent and key entities, and rewrites with human pacing—varying sentence length, introducing natural lexical variety, and smoothing abrupt transitions. The goal is to preserve meaning while removing the stylometric fingerprints detectors latch onto.
We test rewrites against popular academic, LMS, and enterprise detectors, feeding the signals back into our prompt library and perturbation engine. Brand and compliance constraints are enforced with structured metadata: critical lines can be pinned, tone options stay within approved ranges, and exports keep formatting intact for CMS, IDE, or docs handoff.