AI-Ready Governance
Security, compliance, and responsible AI frameworks for enterprise. Build governance that enables innovation rather than constraining it.
Discuss Governance NeedsWhy Governance Matters
AI introduces new risks: data breaches, model bias, regulatory non-compliance, and reputational damage. Without proper governance, these risks can derail even the most promising AI initiatives.
Effective governance doesn't slow innovation—it enables it. Clear policies, automated controls, and proper oversight give teams confidence to move fast while staying safe.
Risk reduction with proper governance
Faster model deployment with automated controls
Audit compliance with comprehensive governance
The Four Pillars of AI Governance
Comprehensive governance covering data, models, ethics, and compliance
- Data catalog and lineage tracking
- Access control and permissions
- Data quality monitoring
- Privacy compliance (Privacy Act, GDPR)
- Data retention and lifecycle policies
- Model registry and versioning
- Model performance monitoring
- Bias detection and mitigation
- Model approval workflows
- A/B testing and rollback procedures
- Fairness and bias assessment
- Transparency and explainability
- Human oversight requirements
- AI ethics framework
- Stakeholder impact analysis
- APRA compliance (financial services)
- Healthcare data regulations
- Audit trails and reporting
- Risk assessment frameworks
- Incident response procedures
Powered by Unity Catalog
Unity Catalog provides centralized governance for all data and AI assets on Databricks
- • Single source of truth
- • Consistent policies
- • Cross-cloud governance
- • Row and column security
- • Attribute-based access
- • Dynamic data masking
- • Full audit trails
- • Data lineage tracking
- • Compliance reporting
Implementation Framework
- Audit existing policies and controls
- Identify compliance gaps
- Assess risk exposure
- Review data and model inventory
- Define policies and standards
- Establish roles and responsibilities
- Design approval workflows
- Create compliance checklists
- Implement Unity Catalog
- Configure access controls
- Set up monitoring and alerts
- Integrate with existing systems
- Governance training programs
- Documentation and runbooks
- Change management support
- Ongoing support and refinement
Ready to Build Your Governance Framework?
Implement governance that enables innovation while managing risk and ensuring compliance.