Creating Content That LLMs Want to Cite

Creating Content That LLMs Want to Cite

Content as a Source

When an LLM answers a question, it does not invent. It extracts information from sources it considers reliable and reformulates it.

Your content can be one of those sources. Or it can be ignored. The difference lies in how it is structured and presented.

What Makes Content Citable

Clear and specific statements. "The average conversion rate in e-commerce is 2.3%" is more useful to an LLM than "conversion rates vary quite a bit by sector."

Precise definitions. When you define a concept clearly, that definition can be extracted and used.

Concrete data with context. Numbers, statistics, metrics. LLMs look for specific information they can present as facts.

Clear structure. Headings that indicate what each section covers. Paragraphs that develop one idea at a time.

The Format That Works

Implicit questions and answers. Each section answers a question someone might ask. The heading is almost the question; the content is the answer.

Lists when appropriate. The steps of a process, the characteristics of something, the available options. Structured information is easier to process.

Concrete examples. Not just abstract principles, but specific applications that illustrate the point.

What Doesn't Work

Vague content designed for positioning. Text that circles a topic without providing specific information.

Unsubstantiated opinions. LLMs seek verifiable information. Unsupported claims are not cited.

Content that requires context from other pages. If the information only makes sense after first reading other material, the LLM cannot extract it.

The Balance with Human Readability

Content must work for both: humans who read it and systems that process it.

Avoid making content so structured that it loses flow. Do not write only for machines. A human should be able to read it and find it useful.

The good news is that clear, specific, and well-structured content works well for both. There is no need to choose.

Where to Focus Your Efforts

Not all your content needs to be optimized for citation. Product pages, landing pages, and promotional content have other objectives.

Educational content, guides, and articles that explain concepts are the natural candidates. That is where LLMs look for information to answer questions.

Measuring Success

It is complicated. You cannot directly see whether an LLM cited your content in a private conversation.

Indirect indicators: brand mentions that do not come from traditional search, traffic from identifiable AI sources such as Perplexity, and increases in direct brand searches.

GEO is harder to measure than SEO. But that does not mean it is not happening.