AI Visibility Scorecard
Pan Macmillan
panmacmillan.com · Media & Entertainment
Well-positioned for AI search. Its weakest signals, E-E-A-T Signals, Backlinks and News Mentions, are where Pan Macmillan still has room to grow.
AI engines read this profile 23 times
Meta AI · ChatGPT · Apple Intelligence · Claude
Top 1% in Media & Entertainment for AI visibility
98
AI Naming Predictability
iAI names companies like this often · 98/100
Media & Entertainment average 17
Top 1% of Media & Entertainment
See what's behind this score →8.24
AEO Visibility
iHighly visible · 8.24/10
Media & Entertainment average 2.6
See what's behind this score →-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Media & Entertainment average 3. Claim your page and Engagemii is your first.
See what's behind this score →43
Muse Index Score
iAI agent readiness
Agent-ready · 43/100
Media & Entertainment average 15
See what's behind this score →0
About Pan Macmillan
from our crawl and measurement
"Pan Macmillan is one of the largest general book publishers in the UK, publishing fiction, non-fiction, children's books and audiobooks across imprints including Picador, Pan, Macmillan." That is how Pan Macmillan introduces itself. Measured against the on-page and off-page signals AI engines rely on, it scores 8.24 out of 10, a strong showing.
The site gets some of it right: it has structured data on the page (Organization, WebSite, CollectionPage), a readable heading structure. What holds it back is what is absent, including an llms.txt file, a sitemap.
Our monitoring has logged 6 AI crawler visits here: the engines come, the question is what they find.
- Company ·
- Pan Macmillan
- Website ·
- panmacmillan.com
- Industry ·
- Media & Entertainment
- Location ·
- London, ENG
- Site status ·
- Live (The website showed an active business site when last checked (Aug 26, 2026).)
- Last scored ·
- Nov 8, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
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
-
Not yet measured.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
What this score means
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 8.24/10, Pan Macmillan is well placed; the signals above show what is left to gain.
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.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for Pan Macmillan.
Source & Attribution
Scored by Engagemii on November 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/panmacmillan
Cite this score: Engagemii (2026). "AEO Score for Pan Macmillan." Retrieved from https://engagemii.com/aeo/brands/panmacmillan
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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