Recommendation AI Observability
Every video recommendation, every content moderation decision, every monetization call—tracked with complete audit trails. Finally answer: "Why was my video demonetized?"
Live Recommendation Event Stream
Video Recommendation Pipeline
Recommendation Query Examples
Demonetization Audit
Track exactly why a video was demonetized, including which policy triggered and the confidence score.
confidence, review_status
FROM events
WHERE event_id = 'video.monetization.denied:1'
AND channel_id = 'UC_creator_123'
Recommendation Ranking
See why specific videos were recommended to a user, with full scoring breakdown.
engagement_predict, watch_time_est
FROM events
WHERE event_id = 'video.recommend.scored:1'
AND user_segment = 'tech_enthusiast'
Content Moderation Trail
Full audit trail for content moderation decisions including AI flags and human reviews.
ai_confidence, human_override
FROM events
WHERE event_id LIKE 'video.moderation.%'
AND timestamp > NOW() - INTERVAL '7d'
Creator Analytics Transparency
Understand how the algorithm treats your content across different recommendation surfaces.
click_rate, avg_watch_pct
FROM events
WHERE event_id = 'video.analytics.surface:1'
GROUP BY surface ORDER BY impressions DESC
Without Event Model
Creators in the dark about algorithm decisions
With Event Model
Complete algorithmic transparency
Why Observable Recommendations?
Creator Trust
Give creators visibility into why their content performs the way it does.
Fair Appeals
Enable data-driven appeals with specific event trails instead of guesswork.
Regulatory Ready
Meet DSA algorithmic transparency requirements with complete audit logs.
Bias Detection
Identify and correct algorithmic bias patterns across content types.
Child Safety
Audit COPPA compliance for kids content recommendations and data handling.
Research Access
Enable researchers to study recommendation effects on society.
Regulatory and Platform Compliance
EU DSA
Digital Services Act algorithmic transparency obligations
COPPA
Children's Online Privacy Protection Act compliance
FTC
Federal Trade Commission advertising disclosures
GDPR
Automated decision-making transparency (Art. 22)
Copyright
DMCA/Content ID process documentation
EU AI Act
High-impact recommender system requirements
Make Recommendations Transparent
Build trust with creators and comply with global regulations through observable AI.