Every result remains tied to the tested prompts, system, date, evidence set and classification rules. A later difference is directional evidence, not proof of causation.
Mention share is the percentage of measured answers that name the business. Recommendation share is the percentage that actively present it as a provider to consider. Neither is universal market share or a stable ranking.
Observed statements are classified as correct, partial, unsupported or incorrect against dated, attributable evidence.
The record shows sources, contradictions, approved improvements, unresolved decisions and the exact version used for a follow-up.
The same defined prompts and classification method are repeated where technically possible. Model variability and source changes remain documented limitations.
