Glossary

AI Citations

AI citations are the sources an assistant links or names in support of an answer. Reviewing them shows which pages contributed visible evidence, helping a business identify information it can correct, improve, or seek to earn from third-party sources.

When ChatGPT recommends three plumbers and cites Yelp, Reddit, and one plumber's website, those sources show what supported that answer. Correct inaccurate information on sources the business controls or can update, and use the pattern to prioritize future content work.

Citation patterns differed by trade in the Routeless five-metro study. Legal answers used directories for 30–43% of citations, the highest share in the sample, while med spa answers used directories 8–15% of the time and relied more on business websites. Use the relevant market's pattern to prioritize sources.

Across 2,840 citations in the sample, Reddit was the most-cited domain at 5.7%, compared with Yelp at 2.9%, and appeared more often than the BBB, Angi, or Expertise.com. This result shows that assistants may use public discussions as evidence about local service quality. Monitor relevant discussions, but do not manipulate or manufacture them.

Treat a citation as evidence used in one recorded answer, not proof that the same page will appear every time. Assistants can retrieve different sources when wording, location, timing, or search settings change. Record the full URL, the answer it supported, and the date so later samples can show whether a source remains influential.

Ask an assistant representative buyer questions, open every listed source, and classify each one as a page the business controls, a page it can update or correct, or a source it can only earn coverage from. The free report runs this sample for one business and returns the sources with the answers.

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