UltimateAI Governance Framework

A comprehensive framework for implementing and managing AI governance controls across twelve key domains.

Built with inspiration from Ethos AI by James Kavanagh

Executive commitment, roles, and strategic alignment for AI governance.

Comprehensive risk management framework for AI systems.

Compliance framework, transparency, and reporting requirements.

Data quality, system development, and lifecycle management.

Security governance, architecture, and controls for AI systems.

Human oversight, safety, robustness, and fairness in AI.

Privacy by design, data protection, and privacy-enhancing technologies.

Internal assessment, certification, and validation processes.

System performance monitoring and continuous improvement.

Third-party responsibilities and supplier risk management.

AI system transparency and stakeholder engagement.

Incident detection, response, and improvement processes.