Everyone agrees brand content loses to Reddit threads and review sites. Nobody explains the next part. Are you going through customers, founder accounts, review campaigns or just waiting out months of real participation?
I ran client commercial queries manually across ChatGPT, Perplexity and Gemini. lists of the best, brand vs. brand, alternatives. Reddit threads, G2 pages and third party roundups rule. The clients own blog shows up for questions about their own brand then vanishes the moment 'best' enters the query.
It makes me feel like it is less about publishing and more about getting mentions where these engines already look. Someone else seeing this split in other verticals . Wondering .
Completed an entire on page audit of 12 client pages. Schema, heading hierarchy, entity clarity, internal linking. Tracked citations 2 weeks later using the same 15 prompts on ChatGPT, Perplexity and Gemini, logging out each time. Nothing stirred.
In week three, a roundup was published with the client and four competitors. Within days the invisible two pages were being referenced. I can not separate it at all. One kind of small sample. But it changed the location of my hours. On page appears necessary but not sufficient. The engines need a reason to pay attention to the page at all and that reason continues to come from somewhere else.
Have you ever had on page work move citations without an external mention dropping around the same time?
Schema, heading structure, entity clarity The complete checklist Ran it for a client over 12 pages. Citations were flat for 2 weeks. What did move was a lone mention on a third party round up that went live in week three. Within days, two of those pages began to be cited.
Small sample and I can not completely isolate it but it fits with what people here keep finding. Looks like being referred to somewhere the engines already trust is far less important than being on page.
ran 1o prompts for client, logged off. They never showed up, three competitors did. same prompts two days later got different top pick. is this wroth reporting to clients or just noise?