CiteVista says prompts aren't the query

The interesting part here is not the claim that models reformulate queries — IR research already supports that — but the suggestion that brand entities can get injected even when users never name them. That makes LLM visibility look less like classic keyword targeting and more like a battle over semantic associations inside the retrieval stack.

• –CiteVista's own product pitch centers on "Query Intelligence," so this is also a sharp piece of category marketing for GEO tooling
• –The strongest implication for developers is that prompt logs alone may be a misleading proxy for what retrieval-enabled systems actually search for
• –If internal queries are standardized across similar intents, then content breadth and entity authority matter more than exact-match phrasing
• –The weak spot is evidence: the Reddit post is an anecdotal observation, not a controlled cross-model study with published logs and methodology