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AI Visibility Scorecard
Machine Learning in Science
mlinscience.gitlab.io · Technology
Well-positioned for AI search. The breakdown below shows where Machine Learning in Science is still leaving points on the table.
AI engines read this profile 4 times
Claude · ChatGPT
#18,343 of 2,586,677 in Technology for AI visibility
7.1
/10
AEO Score
About Machine Learning in Science
from our crawl and measurement
"Machine Learning in Science Colloquia - An interdisciplinery University of Glasgow-based research community fostered around the use of machine learning." That is how Machine Learning in Science introduces itself. Measured against the twelve signals AI engines rely on, it scores 7.1 out of 10, a strong showing.
Our crawl found a sitemap. It is missing structured data describing the business, an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have visited 4 times in our tracking, including ClaudeBot (Anthropic) and GPTBot (ChatGPT).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
4
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
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
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 Trust
6
Established authority for your domain.
Entity Presence
10
Recognized in AI knowledge graphs.
News Mentions
5
Press and news coverage.
Community
9
Forum and community discussion.
8
Reddit mentions and discussion.
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 7.1/10, Machine Learning in Science has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Machine Learning in Science
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Tech Shoppers Do More Research Than Anyone. Are You There When They're Looking?
Tech buyers are the most research-intensive shoppers on the internet.
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mlinscience-gitlab-io
Cite this score: Engagemii (2026). "AEO Score for Machine Learning in Science." Retrieved from https://engagemii.com/aeo/brands/mlinscience-gitlab-io
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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