The business question
Brand mentions alone do not explain whether an answer is accurate or commercially relevant. A useful review distinguishes a correct service association, an outdated fact, a missing source and a referral that leads to a meaningful action.
What we deliver
- Market- and language-specific question sample
- Entity facts register and profile consistency recommendations
- Citation and factual-accuracy observation log
- Owned-content and external-source gap analysis
- Reporting with platform, date and methodology notes
How the engagement works
We establish a baseline using a reproducible sample rather than isolated screenshots. Observations are classified by question intent and factual quality. The improvement plan then connects missing explanations or evidence to specific pages, profile corrections and communications opportunities.
Measurement & accountability
Observed citation coverage, accuracy of brand descriptions, relevant referral sessions and confirmed outcomes. Sampling changes and platform variability remain visible in reporting.
We do not promise a knowledge panel, a permanent model-memory entry or visibility in every answer. Public information and source quality can be improved; model responses remain outside our control.
A repeatable observation record
Each observation records the question, platform, language, market, date, brand mention, linked source and answer context. Repeated samples are compared within the same method. Citation presence, website referrals and qualified enquiries are reported separately.
Which platforms can be included?
The scope may cover publicly available search experiences such as ChatGPT, Claude, Copilot and Google, subject to access and the agreed method. Each is reported separately.