Choose questions tied to a real customer decision, keep a stable core set and record the collection date and relevant product mode.
KNWN Visibility · Learning Guide
ChatGPT visibility guide.
Use repeated ChatGPT observations to review how a brand is mentioned and which sources appear for a defined prompt set.
Understand discovery signals without treating them as guaranteed outcomes.
Section 01
Define the question set
Section 02
Review the complete answer
A mention, position and citation answer different questions. Read the surrounding wording and exposed sources before turning an observation into a priority.
Section 03
Avoid causal claims
A changed response does not prove that one content edit caused it. Model, retrieval, source availability and prompt wording can all change.