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LLM citation

LLM citation
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In plain terms

LLM citation explained

Citations are the currency of AI search. They are also unstable: the same prompt can return different brands on different days, from different accounts, in different regions. That is why one screenshot proves nothing and a weekly scan of a fixed prompt set proves something.

Models cite what they can retrieve and trust. In practice, for Indian categories, that means well structured category pages, marketplace listings with rich content, reputable Indian publications, comparison and listicle pages, and community threads where real users describe the product. Your own site matters, but it rarely wins a category prompt alone.

Track three things per prompt: whether you appear, where in the answer you appear, and which source the engine leaned on. The third one tells you where the next month of work goes.

An LLM citation is a moment when a large language model names or links your brand inside a generated answer, either as a recommendation or as the source it drew a fact from.

One definition is worth more than ten opinions

Every term here links to the service that owns the work and the tool that measures it.

Check it yourself

Three things you can test this week

None of these need a tool or a vendor. They take an afternoon and they tell you whether llm citation is actually your problem.

01
Run twenty category prompts and record appearance, position in the answer, and the source cited.
02
Cluster the sources. In most Indian categories three or four sources produce most of the answers.
03
Track branded search volume in Search Console alongside it, because that is where citation effects usually show first.

Our own measurement method, with its definitions and stated limits, is published on the method page.

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The definition is the easy part

Knowing what a term means takes five minutes. Knowing whether it is your problem takes an afternoon, and knowing what to do about it takes a method.

Every glossary page here ends with three checks you can run yourself and the primary sources behind them, because a definition you cannot act on is trivia.

Sources

Primary sources

Primary documentation for the mechanics described on this page. All published by the organisations that operate the systems in question.

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Twenty buying prompts, four engines, you against three named competitors. Report in one working day. No call needed.

FAQs

LLM citation: common questions

Can you buy LLM citations?

No, and anyone selling them is selling placements on sources that may or may not be retrieved. What you can do is earn placement on the sources models already use in your category.

Why did we get cited last week and not this week?

Model answers vary by run, account, region and index refresh. Judge on a rolling four week average of a fixed prompt set, never on a single check.

Do citations bring traffic?

Some, through referral clicks from Perplexity and AI Overviews. The larger effect shows up as branded search volume, which is worth watching in Search Console alongside the scan.

Free scan

See what the engines say about you

Twenty buying prompts, four engines, your brand against three named competitors. Report in one working day.

  • 20 buying prompts, your category
  • ChatGPT, Gemini, Perplexity, AI Overviews
  • You against three named competitors
  • Report in one working day, yours to keep
1 · Your brand2 · About you

No call needed. Report in one working day. Nothing is sent until step 2.

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