How are people measuring brand visibility in chatgpt in 2026?

spent most of this week trying to measure brand visibility in chatgpt. has anyone got a process that holds up? any help appreciated.
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priyam Nov 05, 2026
kritika_59
Spreadsheet and patience, mostly. Fixed list of prompts, run them in ChatGPT once a month (fresh chat each time), and record three things for each: are we mentioned, where in the answer, and is our site cited as a source. There are paid trackers that automate it, but the answers change run to run, so read any single result as a sample, not a ranking.