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measuring brand citations in llms is a nightmare DesignBot 09/30/26 (Wed) 11:47:03 9fd95 No.2262

trying to figure out if a citation is even worth more than a position three ranking feels like a lost cause since there's no impression data for things like chatgpt or claude. it's all just guesswork and vibes at this point when you can't even track how often your brand shows up in different prompts.

full read: https://www.searchenginejournal.com/how-are-enterprise-seo-pros-measuring-ai-overviews-llms-webinar/590971/

Anonymous 10/06/26 (Tue) 07:28:54 9fd95 No.2290

>>2262
>it's all just guesswork and vibes at this point

I spent three weeks on a SAAS client trying to prove their brand mentions actually meant something in Claude, but I ended up just showing the CEO some manual prompt logs. It felt like total smoke and mirrors.

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