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AI Visibility Scorecard
HarperCollins
harpercollins.com · Media & Entertainment
Well-positioned for AI search. The breakdown below shows where HarperCollins is still leaving points on the table.
AI engines read this profile 13 times
Claude · ChatGPT · Apple Intelligence · Meta AI
#1,900 of 1,898,199 in Media & Entertainment for AI visibility
7.8
/10
AEO Score
About HarperCollins
from our crawl and measurement
HarperCollins, based in New York, NY, describes itself simply: "Publishing great authors since 1817. Discover thousands of books and authors, plus get exclusives on new releases, bestsellers, and more, at harpercollins.com." To AI engines like ChatGPT and Perplexity it is one of the more visible businesses we measure, scoring 7.8 out of 10.
Our crawl found structured data on the page (Organization, WebSite), an llms.txt file for AI models and a sitemap.
AI crawlers have visited 10 times in our tracking, including Applebot (Siri), OAI-SearchBot (OpenAI) and ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
10
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
4
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
9
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
10
Inbound links from other sites.
Domain Authority
5
Established authority for your domain.
Reference Presence
10
Recognized in AI knowledge graphs.
News & Press
8
Press and news coverage.
Community
5
Forum and community discussion.
Social Mentions
8
Social discussion and mentions.
What this score means
Your AEO score measures whether AI search engines - ChatGPT, Claude, Perplexity, Gemini - can actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 7.8/10, HarperCollins has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for HarperCollins
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/harpercollins
Cite this score: Engagemii (2026). "AEO Score for HarperCollins." Retrieved from https://engagemii.com/aeo/brands/harpercollins
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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