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Model context

Information an AI model uses to generate responses in a conversation.

What is Model context?

Model context refers to the information available to an AI model when generating a response. This includes system prompts, conversation history, and retrieved documents. Context length limits how much information can be considered.

For SEO, model context matters because content that fits well in context windows is more likely to be fully processed and referenced by AI systems.

Why Model context matters

AI models have limited context windows. Content that's well-structured and concise is more likely to be fully included in AI-generated responses. Understanding context helps you create AI-friendly content.

How to implement

1

Front-load key information in content

2

Use clear structure with sections

3

Create standalone, self-contained content

4

Include essential context within each piece

5

Avoid requiring external links for understanding

6

Write concise, information-dense content

Common mistakes to avoid

  • Burying key information deep in content
  • Content that requires external context to understand
  • Overly long, unfocused content
  • Important details only in videos or images

Examples

Definition at start of glossary entry

Key specifications in product overview

Self-contained FAQ answers

Frequently asked questions

The maximum amount of text an AI model can process at once. GPT-4 can handle ~128k tokens, Claude can handle ~200k. Larger context enables processing more information.

Structure content so key information is easily extractable. Use clear headings, lead with important details, and make content self-contained rather than relying on links.

Related terms

RAGLLM citationsSemantic SEO

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