Original data · updated 2026-07-15
The AI citability benchmark
I ran 17 well-known public pages — SEO guides, marketing posts and AI reference articles — through my free Citability Scorer. The score measures structural signals AI answer engines reward, not the quality, accuracy or authority of the content. Here's how recognizable pages stack up, and what the top scorers do that the rest don't.
| # | Page | Type | Score | Strongest signals |
|---|---|---|---|---|
| 1 | Semrush — What Is SEO | SEO guide | 96 | Answer-first opening · Question-style headings · Concrete stats & numbers |
| 2 | Neil Patel — What Is SEO | SEO guide | 91 | Answer-first opening · Question-style headings · Concrete stats & numbers |
| 3 | HubSpot — SEO | Marketing | 88 | Answer-first opening · Concrete stats & numbers · Question-style headings |
| 4 | Ahrefs — SEO Basics | SEO guide | 86 | Answer-first opening · Concrete stats & numbers · Question-style headings |
| 5 | Zapier — Best AI Chatbot | AI roundup | 84 | Answer-first opening · Concrete stats & numbers · Question-style headings |
| 6 | Google Search Central — SEO Starter Guide | Docs | 78 | Question-style headings · Answer-first opening · Clear heading structure |
| 7 | Backlinko — What Is SEO | SEO guide | 73 | Answer-first opening · Concrete stats & numbers · Question-style headings |
| 8 | Content Marketing Institute — What Is Content Marketing | Marketing | 72 | Answer-first opening · Concrete stats & numbers · Clear heading structure |
| 9 | Google Search Central — AI Features | Docs | 72 | Answer-first opening · Concrete stats & numbers · Clear heading structure |
| 10 | Yoast — What Is SEO | SEO guide | 71 | Concrete stats & numbers · Question-style headings · Answer-first opening |
| 11 | Mailchimp — SEO | Marketing | 70 | Question-style headings · Concrete stats & numbers · Answer-first opening |
| 12 | MDN — HTTP Caching | Docs | 69 | Answer-first opening · Concrete stats & numbers · Clear heading structure |
| 13 | Wikipedia — Large Language Model | Reference | 68 | Answer-first opening · Concrete stats & numbers · Clear heading structure |
| 14 | Moz — Beginner’s Guide to SEO | SEO guide | 67 | Answer-first opening · Clear heading structure · Uses lists |
| 15 | Wikipedia — Search Engine Optimization | Reference | 67 | Answer-first opening · Concrete stats & numbers · Clear heading structure |
| 16 | Google — Generative AI in Search | AI | 64 | Answer-first opening · Concrete stats & numbers · Clear heading structure |
| 17 | Wikipedia — Generative AI | Reference | 63 | Answer-first opening · Concrete stats & numbers · Uses lists |
What the high scorers do well
The pattern is consistent. Across all 17 pages, the signals that show up most often as a top strength are answer-first opening, concrete stats & numbers, question-style headings. In plain terms: the pages engines find easiest to quote answer the question near the top, phrase their headings the way people actually ask, and back claims with concrete numbers.
Semrush — What Is SEO tops the table at 96/100 — it opens answer-first, uses question-style H2s, and is dense with quotable stats. The lower-scoring pages aren't “bad” content; they simply leak citability structurally. The gaps that pulled scores down most often were question-style headings, has an faq section, includes a table — a missing table where a comparison begged for one, no explicit FAQ, or an answer buried under a long windup.
This is a structural lens only. A page can be authoritative, accurate and genuinely useful and still score in the 60s here — that just means it's leaving on-page citability on the table, not that it's wrong. Equally, a high score doesn't guarantee a citation: authority and third-party mentions matter and no on-page tool can see them.