Confidence reports bundle detector drops, side-by-side diffs, and audit notes so approvers can sign off faster. Exports keep formatting intact for CMS entries, LMS submissions, or docs uploads.
Teams embed this flow in dashboards, IDEs, and CLI scripts to humanize content at the point of creation. The result: fewer rewrites, calmer detectors, and traceability for compliance.