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AI Visibility Scorecard
stevenmanson.com · Education
Borderline visible. AI bots can crawl Steven Manson, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 1 times
Apple Intelligence
#681,845 of 876,465 in Education for AI visibility
3.7
/10
AEO Score
from our crawl and measurement
stevenmanson.com describes itself simply: "Manson combines environmental research, social science, and geographic information science to understand complex human-environment systems." When AI engines look at it, they find little to work with. It scores 3.4 out of 10.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited once in our tracking, including Applebot (Siri).
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
1
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 3.7/10, Steven Manson is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Steven Manson
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
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Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/stevenmanson
Cite this score: Engagemii (2026). "AEO Score for Steven Manson." Retrieved from https://engagemii.com/aeo/brands/stevenmanson
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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