What is LLM Citations?
LLM citations meaning: in AI answers, citations in an LLM are references, links, or source attributions the model includes when it uses retrieval, browsing, or quoted material — or, in audit terms, how often your brand is named with enough context to count as a substantiated mention in outputs for your category. People ask “what are LLM citations?” because product UIs differ: some chats show numbered sources; others only imply provenance. Either way, the practical question is whether the model confidently names you versus a generic alternative. Strong citation-like behavior (specific naming, comparison, or sourcing language) usually reflects stronger training-signal association than a passing mention. Not every surface shows clickable citations; the signal that matters for visibility is whether the model recommends or substantiates you in text buyers actually read.
Why it matters for marketing agencies
Agencies reporting on AI visibility need a shared vocabulary with clients. Citations and named recommendations are the proof points clients recognize in ChatGPT-style answers. Framing work around citation and recommendation quality aligns deliverables with what executives see in AI tools, not only SEO dashboards.