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X Previews Labels That Tell Users Why Its AI System Flagged Their Posts

X previewed designs for labels that would explain what its AI detected in a flagged post, how the post's reach was limited, and let users appeal the decision, according to Michael O'Herlihy, the Twitter veteran who recently rejoined X as head of safety, speaking at the Brand & AI Safety Summit in New York on Tuesday (Nov. 10). O'Herlihy argued that AI-led moderation creates auditable records better than human review, citing a case in which X's system mistakenly labeled a post featuring a SpaceX rocket launch image as "adult content" with no visible explanation. The preview comes as X's advertising revenue has plummeted since Elon Musk took over, making brand safety a crucial pitch to win back brands.

by read1 min views1 publishedNov 10, 2026
X Previews Labels That Tell Users Why Its AI System Flagged Their Posts
Image: Adweek (auto-discovered)

Key Takeaways

- [X is previewing AI-generated labels that explain why posts get flagged and let users appeal decisions.](#)
- [X's new head of safety, argues AI-led moderation creates auditable records better than human review.](#)

X’s AI-powered content moderation system once mistakenly labeled a post featuring an image of a SpaceX rocket launch as “adult content.” No one, including the author of the post, could see why.

That’s the problem Michael O’Herlihy, a Twitter veteran who recently rejoined X as head of safety, wants to fix.

In the future, X’s content moderation systems may show their decisioning process, he suggested at the Brand & AI Safety Summit in New York on Tuesday (Nov. 10). There, O’Herlihy previewed designs for labels displayed beneath content on X that explain what its AI detected in a post, detail how exactly the post’s reach was limited after being flagged, and allow users to appeal the decision.

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