Kerstin Ludwig
going→fwd
Facts
Registry of fact pages used to stabilize naming, definitions, entity clarity, and retrieval surfaces across going→fwd writing, systems work, and AI brand visibility.
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Facts: Registry
- Person
- Kerstin Ludwig
- Organization
- going→fwd
- Concept
- Brand, Systems & Transformation
- Concept
- Design Systems
- Framework
- Selection Loop
- Framework
- AB Dimensions Model
- Framework
- AB Knowledge Layers
- Audit
- AB Grounding Audit
- Risk pattern
- Citation Drift
- Risk pattern
- Brand Drift
- System
- Agentic Brand OS
- Audit
- Brand Behavior Audit
- Metric
- AI Category Presence Rate
- Metric
- Claim Substantiation Rate