We run each draft through academic, LMS, and enterprise detectors to spot cadence spikes, repetitive clause patterns, and unnatural synonym chains. Signals are normalized so editors see a single confidence drop score instead of juggling multiple dashboards.
Before/after previews show which sentences triggered flags; reviewers can lock critical lines so rewrites avoid meaning drift while still smoothing stylometry.