Fluency Refiner — Natural Writing, No Meaning Lost
Fluency mode rewrites awkward or over-complex sentences into natural, flowing prose. It prioritises readability without sacrificing meaning — every edit is shown in a diff view so you can verify that nothing important was removed or altered.
Try the editor — paste text and see per-sentence fidelity scoring in action.
When to use fluency mode
Fluency mode is most useful for text that is grammatically correct but reads stiffly — translated content, overly technical prose meant for a general audience, or first-draft writing that needs a polish pass.
Fluency vs standard mode
Standard mode makes balanced changes across sentence structure and vocabulary. Fluency mode prioritises readability and naturalness, sometimes making larger structural changes that standard mode would not. The diff view makes the difference visible.