The LLM Visibility Lab
cycle 2026-07

Citation share, read off the lab prompt panel

How citation share falls out of the same 150-prompt panel the lab uses to grade LLM-visibility trackers, which domains lead in early readings, and where the live numbers actually live.

Citation share is not a separate study for us. It falls straight out of the same instrument we use to grade the nine trackers on the bench: a fixed 150-prompt panel, fired at ChatGPT, Perplexity, Google AI Overviews, Gemini, and Copilot every 48 hours, with every raw answer logged and diffed against the prior run. Grading a tracker asks whether it reported that run correctly. This page asks a different question of the identical data: which domains the assistants actually cited.

What we count as a citation

A citation is any domain an assistant surfaces as a source, link, or reference inside an answer, whether through a structured citation list (where the engine emits one) or a URL detected in the answer body. We deduplicate at the root-domain level, so a vendor’s blog subdomain and its marketing site count as one citation, not two. Because Google AI Overviews renders inside a search results page rather than a chat window, we read its citations off the rendered block itself.

The current reading

These numbers come off our own 150-prompt panel, not a market-wide crawl, and update on the same 48-hour cadence as the grade board above. Treat them as directional, tied to our panel’s mix of prompts and verticals, not as a census of the open web.

  • Reference and encyclopedic sources lead citation share on informational prompts in our panel, though their share has been easing as assistants pull in more recent, narrower sources.
  • Large trade publishers and review sites hold the next tier, especially on comparison-style prompts (“X vs Y”) where a buyer is weighing named options.
  • First-party vendor domains rarely break through on informational prompts but show up far more often once a prompt turns branded or transactional, meaning the buyer already has a shortlist in mind.
  • Forum and community threads appear more often on narrower, more technical prompts than on broad category questions, and their share has grown across our reruns this year.

Why we track this at all

Every tracker on our bench claims to help a brand understand its presence in assistant answers. Citation share is the ground truth we check that claim against: a tracker that reports strong “mentions” but never surfaces which domains actually get cited is answering half the question. The measurement protocol documents how citation depth factors into each tracker’s grade, and the grade board is where that grading actually lives.

What we have not verified

This reading comes from one panel, one region, in English. We have not checked whether citation share looks the same across other languages or geographies, and a 150-prompt panel is not large enough to make claims about long-tail categories outside the verticals we test. Where a pattern held across every rerun in our test window we say so above; where it moved between runs we call it a lean, not a finding.

Every figure here is checked against the most recent completed run, and when a reading no longer matches, the page is corrected within two weeks.

Bottom line

Citation share is a byproduct of the lab prompt panel: the same 150 prompts we fire at five assistants every 48 hours to grade trackers also show which domains get cited. Reference sites and large publishers lead on informational prompts; first-party vendor domains mostly break through on branded or transactional ones. Figures refresh on the same 48-hour cycle as the grade board.

FAQ

What is citation share, as this lab measures it?
The share of assistant answers, within our 150-prompt panel, where a given domain shows up as a cited or linked source. We read it off the same runs we use to grade trackers, so it comes from real assistant answers logged with a timestamp, not a survey or a vendor claim.
How does this differ from the tracker grades on the bench?
The tracker grades score whether a vendor tool correctly reports what happened in an assistant answer. Citation share is a property of the answer itself: which sources it points to. Same panel, same runs, different question asked of the data.
Which domains lead in citation share right now?
In our current reading, reference and encyclopedic sources plus large trade publishers take most citations on informational prompts. First-party vendor domains show up mainly on branded and narrow transactional prompts, where the buyer is already close to a decision. This is a directional read from our own panel, not a market-wide claim.
How often does this page update?
On the same 48-hour rerun cycle as the grade board. The date at the top of this page is the date of the last completed run this reading is based on.