A weighted check of the structural signature AI engines reward in Reddit threads. Upvotes are deliberately excluded: 80% of cited B2B threads have under 20 upvotes. Real citation depends on engine, recency and competition.
How this works
An LLM does not read a Reddit thread the way a human does. It is indifferent to karma and awards; it scores candidates by semantic density and answer directness. Across 248,000 cited Reddit URLs, the winners share a signature: a question title, a text self-post, a direct answer placed early, and named entities with a metric. This scorecard weights those factors and ranks your biggest fixes. Votes are not on the list on purpose, 80% of cited threads have fewer than 20 upvotes.