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LLM terminology in the context of GEO

Explore the concepts behind AI answers and how to measure visibility. Process diagrams are conceptual; calculation graphs use explicitly fictional examples, not model performance data.

Citations versus related links

A citation attributes an answer or claim to a source. A related link offers further reading and may not support a specific claim. Product interfaces can expose both.

How the concept fits together

  1. Step 1Generated statement
  2. Step 2Attached citation or related link
  3. Step 3Open the original source
  4. Step 4Verify claim support and date
Conceptual verification path; a displayed link is not evidence of an accurate claim by itself.

What it means for GEO

Track inline citations and additional source-panel links separately. Open the link and check the relevant claim, date and original publisher.

What not to infer

A source-panel appearance is not automatically an inline citation, recommendation, referral visit or conversion.

How it works

A visible link can perform different roles. Inline citations attribute nearby answer content, while a Sources panel can contain cited sources and other relevant links. A product or reviewer must distinguish these roles before calculating visibility. Even an inline citation does not establish that the source supports every nearby statement: the page may be outdated, narrower than the claim or irrelevant to one part of it. The assistant’s wording, citation placement and original evidence all matter.

GEO example

Illustrative scenario, not observed assistant behavior or measured results.

Illustrative scenario: an answer describes three tools, cites an independent comparison beside its recommendation, and lists your documentation only under Sources. Record your documentation as a source-panel appearance, not an owned inline citation for the recommendation. If another inline citation links to a feature guide, review whether the guide actually supports the stated feature and conditions. Neither appearance demonstrates a visit to your website; a referral requires a separately observed click.

What you can do

  • Classify inline citations, source-panel links and other related links separately.
  • Preserve the answer and citation placement so attribution can be reviewed later.
  • Follow the destination and verify publisher, relevant passage and date, especially for consequential claims.

What to measure, and what it cannot prove

Declare which link types your metric includes and how redirects, repeated links and owned subdomains are handled. Track supported claims, mentions and referral activity independently. An increase in related links cannot be presented as an increase in inline citations unless both were counted with the same declared rule.

Evidence and authoritative sources

The sources establish the documented concepts and product behavior. The publishing checklists, scenarios and operational measurement rules are GeckoCheck educational interpretations, not provider-endorsed ranking instructions.

Source: OpenAI: Searching the web with ChatGPT · Gao et al.: Enabling Large Language Models to Generate Text with Citations (EMNLP 2023)

Period: Reviewed October 12, 2026. Living provider documentation; cited research published in 2023 and 2024 where applicable.

Sample: Conceptual explanation and illustrative scenario. No measured observations.

Limitation: GeckoCheck educational interpretation. Examples are fictional; formulas use declared operational definitions, not universal provider metrics. Source documentation does not guarantee citation or ranking outcomes.

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