Vorentus Library

Understanding the machines that understand organisations.

Research, frameworks and evidence on how AI systems interpret, compare and recommend companies, products and institutions.

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Machine Understanding

Appearing, being understood, being chosen: three different measurements

Presence, understanding and selection are three separate measurements. This piece defines each one and explains why conflating them produces misleading conclusions.

4 August 20266 min readRead →

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AI Observation

Not every AI observation is equivalent

Why observation method, grounding mode and access mode must be preserved alongside every AI observation — and what goes wrong when they are averaged away.

5 August 20265 min readRead →