This deposit contains a descriptive case study and accompanying research note originally published in AIVO Journal.

The work documents observable behaviour of third-party AI systems when generating enterprise-level representations under disclosure absence. It does not assess accuracy, enterprise conduct, or governance obligations.

The analysis is intentionally pre-normative and is provided for research, citation, and archival purposes