GEO Experiment

GEO Experiment: Reconciling a Conflicting Entity Profile

An assistant described a firm with details belonging to a similarly named company.

Problem

An assistant described a firm with details belonging to a similarly named company.

Conflicting descriptions across public sources produced an ambiguous entity.

We aligned canonical descriptions and structured data across controlled sources.

Prompted descriptions captured before and after the change.

Descriptions became more consistent with the corrected canonical profile.

Consistency across sources reduces misattribution more than volume of content.

Controlled experiment; engine behavior varies and is not fully attributable.

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