Data Governance
Ensuring data quality, classification, and availability across the organization.
- Data Architecture & Flow
- Data Quality Management
- Data Lifecycle
ConsultingServices.aiKI-Consulting für KMUPhase 5: Governance
Security and trust in your AI solutions.
We create the necessary governance to use data and AI responsibly, securely, and compliantly. This builds trust and minimizes risks. Typical duration: 4–12 Weeks (can run parallel).
What you receive
Security, Compliance & Transparency
Governance Framework
A structured blueprint for secure and compliant AI usage.
Guidelines & Policies
Clear rule sets that employees can easily understand and apply.
Roles & Responsibilities
An established organizational structure with clear accountability.
Risk & Compliance Setup
Mechanisms to monitor and mitigate data and AI risks.
Data & Model Governance
Quality standards and release processes for your models and datasets.
Detailed Focus Areas
The 5 Pillars of AI Governance
Security & Compliance
Protection of sensitive information and compliance with legal requirements (DSGVO/GDPR, AI Act).
- Access Controls & IAM
- Data Privacy & Encryption
- Continuous Auditing
AI Governance & Ethics
Establishing guidelines for the responsible and transparent use of AI models.
- Responsible AI Framework
- Bias & Fairness Testing
- Explainability
Processes & Operations
Standardized workflows for the release and operation of AI applications.
- Model Lifecycle Management
- Risk Assessment Workflows
- Incident Response
Roles & Organization
Clear responsibilities and structures for managing Data & AI.
- AI Steering Committee
- Data Stewards & Owners
- Accountability Matrix
Our Approach
From Assessment to Anchoring
Status Assessment
We analyze current data handling and identify compliance gaps.
Framework Design
Development of tailored guidelines and organizational structures.
Implementation
Deployment of technical guardrails, IAM, and testing tools.
Training & Rollout
Training employees on the new guidelines and processes.
Continuous Monitoring
Regular audits to ensure ongoing compliance.