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AI Exposure
AI exposure is the risk and opportunity created when public information, digital traces, search results and source material are retrieved, connected, summarized or interpreted by AI systems.
The Five Stages
A framework for understanding how public information evolves from passive visibility into strategic interpretation and long-term reputation.
01
Public
02
Searchable
03
Connectable
04
Interpretable
05
Repeatable
The Interpretation Risk
Public information is no longer passive. It is retrieved, connected, and interpreted by AI systems. A single fragment can become a narrative when combined with other visible details, creating a picture that may be incomplete, outdated, or simply wrong.
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