As AI systems become the primary way users discover information, clear and well-structured content is essential. Large language models (LLMs) such as ChatGPT, Claude, and Perplexity use a combination of structure, freshness, and credibility to determine which content to reference in their responses.
This guide outlines how to write and organize Amplitude content so that LLMs can understand and represent it accurately.
LLMs prioritize content that's clear, direct, and written for readers rather than for algorithms.
When creating content:
Every heading or paragraph should answer a question someone might type into an AI assistant, such as “How do I track custom events in Amplitude?”
LLMs identify and extract content more effectively when headings state questions explicitly.
Examples:
| Poor heading | Improved heading |
|---|---|
| Activation Metrics | How do I track activation metrics in Amplitude? |
| Funnels Overview | What is a funnel in Amplitude? |
| Retention Guide | How can I measure user retention? |
Whenever possible, use natural phrasing that mirrors real search queries.
Models understand structured documents better than long blocks of text. Use a predictable hierarchy and clear segmentation.
Use the following structural checklist to ensure your hierarchy is understandable:
A well-structured page also improves readability for human users and accessibility tools.
LLMs heavily weight content that's recent and up to date. They surface outdated or stale pages less often in model-generated answers.
Remember to:
Even small edits, such as clarifying event names or adding a recent use case, help signal freshness to LLMs.
LLMs often surface question-and-answer content directly, especially when it matches user phrasing.
Create FAQ sections that include:
Each answer should be short (three sentences or fewer) and written in plain language. Include links to relevant documentation for further detail.
Models favor content that demonstrates expertise and reliability.
Provide context through links, attribution, and clear sourcing.
Remember to:
Transparent sourcing not only helps LLMs identify credible content but also improves user trust.
If you want AI agents to include your content in their answers, those agents must be able to access it.
Remember to:
Keep sensitive or internal information private. Only make documentation publicly available if you want external readers to access it.
LLM visibility should never come at the expense of accuracy, fairness, or privacy.
Remember to:
Responsible, transparent content ensures that both people and AI systems represent Amplitude accurately.
October 28th, 2025
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