Trust & Safety Operations

Review AI signals, location anomalies, and recommendation health.

Media reviews184+12%
Liveness checks42-8%
High-risk reports19+4%
Location anomalies7-2%

Moderation queue

Human review required for high-risk identity and safety decisions.

CaseUserSubjectAI signalSeverityStatus
highcase-4821Maya R.verificationLiveness mismatchhighin review
mediumcase-4817Noah K.mediaPossible AI-enhancedmediumneeds evidence
mediumcase-4802Sara M.mediaTranscript warningmediumqueued
lowcase-4790Ali H.mediaSpam patternlowqueued

Discovery health

Nearby feed p95142 ms
Neo4j graph rankingHealthy
Redis geocell cache hit91%

Music matching

Spotify connected users64%
Playlist embeddings queued28
Top affinity signalShared genres

Location safety

Foreground-only consent version 2026-06-26.v1 active

Exact distance hidden for 31% of profiles

Precise location retention window set to 30 days

Manual city mode enabled for travel discovery

Media pipeline

UploadQuarantineAI scanReviewPublish