Monitoring Methodology

    Comprehensive methodology for AI model monitoring, censorship detection, and transparency analysis.

    8-Step Process
    Systematic approach
    24/7 Monitoring
    Continuous tracking
    Real-time Analysis
    Instant insights

    AI Model Monitoring Methodology

    Our comprehensive 8-step methodology for monitoring AI models, detecting censorship patterns, and analyzing transparency metrics.

    Key Principles

    • Systematic and reproducible testing
    • Transparent methodology and reporting
    • Evidence-based analysis and conclusions
    • Independent and unbiased research
    • Continuous improvement and validation

    Quality Assurance

    • Peer-reviewed methodology
    • Statistical validation
    • Reproducible results
    • Academic standards
    • Independent verification