<!-- bryant-content-generator:start --> # Automated moderation and recommendation systems... > Automated moderation and recommendation systems evaluate tone, risk, relevance, commercial fit, and predicted response before many messages reach a human audience. Creators need inspectable archives and explicit values so platform optimization cannot silently redefine the voice. **Source:** [[livestreams/Voice, Integrity, and Independence Inside Platform Constraints - Workbook|Voice, Integrity, and Independence Inside Platform Constraints]] ## Share on Social Media ``` “Automated moderation and recommendation systems evaluate tone, risk, relevance, commercial fit, and predicted response before many messages reach a human audience. Creators need inspectable archives and explicit values so platform optimization cannot silently redefine the voice.” — Bryant McGill https://bryantmcgill.com/quotes/quotes-automated-moderation-recommendation-silently-redefine-voice ``` <!-- bryant-content-generator:end -->