Social signals
Likes and shares as alleged ranking factors. For Google, mostly a myth. For AI, a viral thread is not a “signal,” it’s a document in the index.
Don’t buy engagement. Do watch virality as a retrieval event.
A quiet, useful wiki page can beat a viral dunk for citations in a week. Or not. Measure.
Examples
- A tweet with 40k likes. Never cited. A 200-upvote Reddit comment with a benchmark. Cited weekly.
Related terms
Trust at the piece level, not the domain. A great paper on a small site can beat a weak post on a giant one in AI retrieval.
Reddit citations are when an AI answer points at a thread or comment as evidence. They are one of the loudest unofficial ranking factors in consumer categories.
UGC citations are AI references to forums, reviews, comments, and social posts — the stuff you do not fully control.
FAQ
Are shares a GEO factor? +
Shares are how humans move URLs into view. The URL is the factor.
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