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  7. Content Extractability
AEO Category16% of overall AEO score

Content Extractability AEO Checklist (2026)

Content Extractability measures how easily AI models can extract factual information about your company from your web pages — without needing to run JavaScript, click through modals, or parse complex layouts. Worth 16% of your AEO score, it is often the gap between being cited accurately and being misrepresented.

Category weight16%
8
Total checks
5
High priority
3
Quick wins

High Priority

5 checks

Display your company name prominently

high priorityQuick win

Your company name should appear in the page title, H1, og:title, and Organization JSON-LD.

How to implement ▸
Check that your <title>, <h1>, og:title, and Organization schema name all use the same consistent brand name.

Why AI cares: AI models extract your company name from multiple signals. Inconsistency creates ambiguity in how they refer to you.

Write a clear, concise product description

high priorityQuick win

Your homepage meta description, og:description, and the subtitle beneath your H1 should all describe what you do in one sentence.

How to implement ▸
Formula: "[Company] is a [product type] that helps [audience] [achieve outcome]." Use this in meta description, og:description, and hero subtitle.

Why AI cares: This single sentence is what AI models quote when asked "what is X?". It needs to be unambiguous and in your own words.

Make pricing easily accessible

high priorityModerate effort

Pricing should be visible on a dedicated /pricing page without requiring login, signup, or "contact us".

How to implement ▸
Publish clear pricing tiers with prices (or price ranges) on a public /pricing page. If pricing is custom, state that explicitly.

Why AI cares: AI models are asked "how much does X cost?" frequently. Sites that hide pricing are not cited for pricing queries.

State your value proposition clearly

high priorityModerate effort

Within the first screen of your homepage, a visitor (human or AI) should understand: who you help, what problem you solve, and why you are different.

How to implement ▸
Hero H1 = outcome for the customer. Subheading = how you achieve it. First paragraph = the "why us" differentiation.

Why AI cares: AI models extract value propositions to answer "what makes X different from Y?" queries. Unclear positioning = generic or wrong descriptions.

Avoid JavaScript-only content rendering

high priorityHigh effort

Critical content (description, features, pricing, CTAs) must be present in the raw HTML, not injected by JavaScript after load.

How to implement ▸
Use server-side rendering (Next.js SSR/SSG) or static generation. Test by viewing page source — if your key content is not visible in the HTML, it needs SSR.

Why AI cares: Most AI crawlers do not execute JavaScript. Client-rendered content is invisible to them.

Medium Priority

2 checks

List features in a structured layout

medium priorityModerate effort

Feature lists in <ul>, feature grids, or card components are more extractable than paragraph prose.

How to implement ▸
Add a features section with clear headings per feature and brief descriptions. Use <ul> or a grid of cards — not a wall of text.

Why AI cares: AI models parse lists and structured content more reliably than dense paragraphs. Structured features are more likely to be cited accurately.

Create About and Contact pages

medium priorityQuick win

Dedicated /about and /contact pages with real company information.

How to implement ▸
/about should include: founding story, team, mission, location. /contact should include: email, support URL, or contact form.

Why AI cares: AI models use About and Contact pages to validate company legitimacy and extract factual details. Missing pages = lower trust score.

Lower Priority

1 check

Add hreflang for multilingual sites

low priorityModerate effort

If you serve content in multiple languages, add hreflang tags to help AI models index and cite the correct language version.

How to implement ▸
<link rel="alternate" hreflang="es" href="https://yourdomain.com/es/"> in <head>.

Why AI cares: Without hreflang, AI crawlers may index the wrong language version and cite it to users in a different locale.

Frequently Asked Questions

Why can't AI models read JavaScript-rendered content?+

Most AI crawlers operate like basic web scrapers — they fetch the raw HTML and parse it, without executing JavaScript. Content that only appears after client-side JavaScript runs (e.g., React client components that load data after mount) is invisible to them. Server-side rendering or static generation solves this.

My homepage has a great description. Why does ChatGPT still misrepresent my product?+

AI misrepresentation usually happens for one of three reasons: (1) your description uses jargon that is ambiguous without context, (2) your meta description and og:description say different things, or (3) your product schema description contradicts your homepage copy. All three descriptions should be consistent and jargon-free.

Find out your Content Extractability score — free

ansly audits your site across all 7 AEO categories including Content Extractability. Get your score in under 60 seconds.

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Other AEO Categories

Structured Data
23% of AEO score · 9 checks
AI Agent Readiness
23% of AEO score · 9 checks
AI Crawler Access
17% of AEO score · 12 checks
Semantic HTML
13% of AEO score · 10 checks
LLMs.txt & LLM Content
8% of AEO score · 6 checks
SEO Fundamentals
6 checks
anslyansly

AI-readiness platform for websites. Check your visibility in ChatGPT, Claude, and Perplexity.

@tryansly

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