Content Structure for AI Extraction

AI systems need to extract specific information from your content to cite it effectively. Well-structured content is significantly easier for AI to process, understand, and reference in responses.

Why Structure Matters

When AI retrieves your content, it needs to quickly identify relevant information and extract citable passages. Poorly structured content—dense paragraphs, buried answers, unclear organization—makes extraction difficult and reduces citation likelihood.

Content optimized for AI extraction has clear hierarchical organization, direct answers to anticipated questions, specific facts and data points, logical flow that AI can follow, and extractable snippets that work as citations.

Heading Structure

Use Descriptive Headings

Headings should clearly indicate what follows. AI uses headings to understand content organization and locate relevant sections.

Example

❌ Bad: "More Information"

✓ Good: "Pricing for Enterprise Plans"

Match User Queries

Structure headings around how users ask questions. If people ask "How much does X cost?", use "How Much Does X Cost?" as a heading.

Maintain Hierarchy

Use proper H1 → H2 → H3 hierarchy. This helps AI understand the relationship between sections and navigate to relevant content.

Direct Answers

Lead with the Answer

Start sections with the direct answer to the question the heading poses. AI often extracts the first sentence or paragraph after a heading.

Example

❌ Bad: "There are many factors to consider when thinking about pricing, including your needs, team size, and feature requirements. Ultimately, the price will depend on..."

✓ Good: "Enterprise plans start at $500/month for up to 50 users. Pricing increases based on user count and feature tier."

Be Specific

Vague answers provide little value for AI to cite. Include specific numbers, names, dates, and facts whenever possible.

Lists and Tables

Use Lists for Multiple Items

When presenting multiple options, features, or steps, use formatted lists. AI can extract and present list items more effectively than parsing them from prose.

Tables for Comparisons

Comparison information works best in table format. AI can extract specific cells to answer "which is better for X" questions.

Specific Data

Include Numbers

Specific statistics and metrics are highly citable. "Increases productivity by 40%" is more useful than "significantly increases productivity."

Name Names

Proper nouns—company names, product names, people—help AI understand and connect entities. Avoid excessive pronoun use that requires context to understand.

Date Stamp

Include publication and update dates. This helps AI assess content freshness and provide appropriately dated information.

FAQ Structure

FAQ format directly maps to how users query AI. Each question-answer pair is a potential citation target.

Best practice: Include an FAQ section on key pages with 5-10 common questions formatted with proper FAQPage schema markup.

Avoid These Mistakes

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