Track AI system activity for compliance and auditing. Comprehensive logging creates accountability, enables forensic analysis when issues occur, and satisfies regulatory requirements.
Audit trails and logging systems capture a comprehensive record of activities within AI systems. This includes user interactions, model predictions, data access, configuration changes, and system events. Logs are timestamped, immutable, and stored securely to provide a reliable record for compliance, security investigations, and operational troubleshooting.
For AI systems, logging extends beyond traditional application logs to include model inputs and outputs, training events, bias metrics, and AI-specific activities required for accountability and transparency.
Regulations like SOC 2, HIPAA, and GDPR require audit trails demonstrating who accessed what data and when.
When issues occur, logs provide the trail to understand what happened, when, and why.
Create clear responsibility by tracking who made decisions, approved changes, or accessed sensitive data.
Identify unusual patterns that may indicate security threats, misuse, or system problems.
Login events, authentication attempts, user actions, and session information.
Who accessed what data, when, and for what purpose including PII and sensitive information.
Prompts, inputs, outputs, and model predictions with context about the user and use case.
System settings, security controls, access permissions, and model parameters modified.
Failed authentication, access denied, suspicious activity, and potential threats.
Training data used, hyperparameters, evaluation metrics, and deployment decisions.
Minimal or no logging. No audit trail for AI system activities. Unable to answer who did what and when.
Basic application logs captured. Some user activity tracked. Logs stored but not systematically reviewed or retained.
Comprehensive audit logging across all AI systems. Immutable logs with user activity, data access, model interactions, and security events. Centralized log management with search capabilities. Automated alerting on suspicious patterns. Long-term retention and archival meeting compliance requirements.
Get expert help building audit trails and logging systems that provide accountability, enable forensics, and meet compliance requirements.