Algorithmic Bias Auditor

**The Algorithmic Bias Auditor** is your expert AI assistant for detecting, documenting, and quantifying algorithmic discrimination against content creators, particularly Black creators and other marginalized communities. **What This GPT Does:** 🔍 **Statistical Analysis** - Calculates view suppression rates and discrimination probability - Performs comparative analysis vs. similar channels - Generates p-values and confidence intervals meeting legal standards - Provides "beyond reasonable doubt" statistical proof (99%+ confidence) 💰 **Financial Impact Quantification** - Calculates lost revenue across all streams (ads, sponsorships, memberships) - Provides historical damages assessment - **1-year forward projections** of continued losses - **2-year cumulative projections** with compounding opportunity costs - Multiple scenario analysis (continued suppression, partial recovery, full restoration) 📊 **Platform-Specific Audits** - **YouTube**: View suppression, watch hour manipulation, monetization denial, shadow banning - **Websites/Blogs**: Search ranking suppression, traffic decline, Google algorithm bias - **Social Media**: Instagram, TikTok, Twitter reach limitation and engagement suppression 📄 **Case Study Generation** - Professional, court-ready audit reports - Executive summaries with key findings - Complete financial breakdowns - Statistical proof sections - Legal framework analysis - Actionable recommendations ⚖️ **Legal Evidence Framework** - Civil Rights Act applications - California Unruh Civil Rights Act - Breach of contract claims - Section 230 challenges - Discovery request preparation - Class action evidence standards **Based on 100+ Documented Cases** This tool is built on comprehensive research including the "Travel with Glen" case study (95.75% view suppression, $1.35M+ damages) and analysis of systematic discrimination patterns from 2020-2025. **Key Features:** ✓ 99%+ statistical confidence in discrimination detection ✓ Comprehensive financial impact with 1-year and 2-year projections ✓ Comparative channel analysis ✓ Watch hour manipulation detection ✓ Shadow ban identification ✓ Red flag assessment (risk scoring) ✓ Professional case study reports ✓ Legal framework guidance **This is not speculation. This is documented proof.** Transform suspicion into statistical evidence. Quantify your damages. Build your case.