AI Visibility Scorecard
Macmillan Learning
go.macmillanlearning.com · Education
Somewhat visible. AI bots can read Macmillan Learning, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#32,025 of 937,653 in Education for AI visibility
6
AEO Visibility
iVisible · 6.4/10
0
Muse Index Score
iAI agent readiness
Basic · 0/100
0
AI Adoption
iNone detected · 0/100
About Macmillan Learning
from our crawl and measurement
"Explore Macmillan Learning digital learning tools, solutions, and textbooks that drive engagement, improve outcomes, and support student and educator success." That is how Macmillan Learning introduces itself. Its AI visibility score is 6.4 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (WebSite) and a readable heading structure. It is missing an llms.txt file and a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
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
Strong
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
Reference Presence
Strong
Recognized in AI knowledge graphs.
News & Press
Fair
Press and news coverage.
Community
Good
Forum and community discussion.
Social Mentions
Good
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 6.4/10, Macmillan Learning has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Macmillan Learning
Which AI engines already crawl you
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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 October 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/go-macmillanlearning
Cite this score: Engagemii (2026). "AEO Score for Macmillan Learning." Retrieved from https://engagemii.com/aeo/brands/go-macmillanlearning
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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