Social Media Addiction Lawsuit Exposure & Design Risk Auditor

Product Architecture

Target Demographic Youth targeting significantly shifts strict product defect threshold.

Infinite Scroll / Frictionless Feed

Removes natural stopping cues; core evidence for defect claims.

Variable Rewards Algorithm

Dopamine-loop engagement optimization vs. intent-driven feeds.

Notifications / Hour 12

Frequency of automated pull-back push notifications.

Auto-Play Media Loop

Immediate auto-advance triggers continuous consumption loops.

Mandatory Youth Age Gating

Hard age verification & restrictive default safety thresholds.

Enforced Screen Time Interrupts

Mandatory break prompts after 30 consecutive minutes.

Litigation Exposure Index

88.5 / 100

HIGH COURT COMPLAINT VULNERABILITY

Strict Defect Allegation Risk

92%

Design defect vs. warning adequacy

First Amendment Shield

18%

Defense viability for core UX features

Safety Remediation Level

LOW

Friction & consent protections

MDL Defect Claim Vulnerability Breakdown US MDL Precedents

Legal Defense Profile Radar First Amendment vs Risk

Legal Defect Evaluation & Product Safety Remediation Plan

Direct mapping of architectural features to court addiction claims and recommended design mitigations.

Product Feature	Current State	Legal Harm Allegation / Precedent	Defect Vulnerability	Required Product Safety Modification