AI Visibility Scorecard
read.macmillan.com · Media & Entertainment
Somewhat visible. AI bots can read Macmillan Publishers, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
Claude · ChatGPT
#80,962 of 1,966,762 in Media & Entertainment for AI visibility
6
AEO Visibility
iVisible · 6.2/10
20
Muse Index Score
iAI agent readiness
Agent-ready · 20/100
0
AI Adoption
iNone detected · 0/100
from read.macmillan.com
New Releases Award Winners Coming Soon View All Books View All Genres Kids Kids Top Sellers New Releases Award Winners Coming Soon Activity Guides Board Books Comics & Graphic Novels View All Authors & Events Authors & Events All Authors Events & Tours Publishers Publishers Celadon Books Farrar, Straus & Giroux Flatiron Books Henry Holt Macmillan Audio Macmillan Children’s Publishing Group The St.
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Weak
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Fair
Established authority for your domain.
Reference Presence
Strong
Recognized in AI knowledge graphs.
News & Press
Strong
Press and news coverage.
Community
Good
Forum and community discussion.
Social Mentions
Weak
No social discussion found yet.
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 6.2/10, Macmillan Publishers has a working base to build on - fixable, and the signals above are where to start.
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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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Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/read-macmillan
Cite this score: Engagemii (2026). "AEO Score for Macmillan Publishers." Retrieved from https://engagemii.com/aeo/brands/read-macmillan
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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