Safety Analytics
Detection trends, behavioral patterns, and AI model performance
Total Detections
142
Critical Events
11
Avg Daily Screen Time
3h 22m
Avg Risk Score
48
Interventions Triggered
34
False Positive Rate
6.3%
Risk Score Timeline
Emma Reynolds · 30-day risk score history with detection event annotations
Detections by Platform
30-day comparison across monitored platforms
Content Categories
Detection distribution by type
Behavioral Insights
AI-generated pattern analysis for Emma Reynolds · 30-day window
Peak Risk Window: 9–11 PM
68% of critical detections occur between 9:00 PM and 11:00 PM. Emma's bedtime lockout (currently 10:30 PM) may need to be moved earlier.
Weekend Risk Spike (+84%)
Risk scores are consistently 84% higher on Saturdays and Sundays. Screen time doubles on weekends with less parental oversight.
TikTok Algorithmic Cluster Detected
AI has identified a content cluster pushing self-harm adjacent content through Emma's For You Page. 14 related videos in the last 7 days.
Intervention Effectiveness Improving
The in-app warning popup intervention has reduced re-engagement with harmful content clusters by 34% over the last 2 weeks.
3 Late-Night Session Attempts
Emma attempted to access TikTok after bedtime lockout on 3 occasions this month. Attempts were blocked successfully.
Dopamine Loop Pattern: 4 Sessions
AI detected 4 sessions this month where content escalation patterns matched known dopamine loop signatures — sessions lasting 45–90 minutes without breaks.
Detection Events Log
All flagged events in the selected period · 142 total
| Date | Child | Platform | Content Type | Category | Risk | AI Conf. | Duration | Status | Intervention | |
|---|---|---|---|---|---|---|---|---|---|---|
05/28/26 4:47 PM | Emma | TikTok | Grooming Pattern | Grooming | Critical | 94% | 0:38 | Triggered | ||
05/28/26 3:22 PM | Emma | TikTok | Self-Harm Content | Self-Harm | Critical | 87% | 1:12 | Triggered | ||
05/28/26 2:55 PM | Lily | Instagram Reels | Toxic Language | Toxic Language | Warning | 79% | 0:52 | — | ||
05/28/26 2:18 PM | Emma | TikTok | Drug Glorification | Drugs | Warning | 83% | 0:29 | Triggered | ||
05/28/26 1:44 PM | Lily | Instagram Reels | Addictive Pattern | Addiction | Caution | 71% | 47:03 | Reviewed | — | |
05/27/26 9:14 PM | Emma | TikTok | Self-Harm Content | Self-Harm | Warning | 81% | 0:58 | Reviewed | Triggered | |
05/27/26 8:32 PM | Emma | TikTok | Emotionally Manipulative | Manipulation | Caution | 74% | 1:45 | Reviewed | — | |
05/27/26 7:55 PM | Lily | Instagram Reels | Body Shaming Content | Toxic Language | Caution | 69% | 0:33 | Reviewed | — |
Showing 1–8 of 12 events