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AI Visibility Scorecard
Inkling Magazine
inklingmagazine.com · Healthcare
Somewhat visible. AI bots can read Inkling Magazine, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#112,113 of 712,723 in Healthcare for AI visibility
5.7
/10
AEO Score
About Inkling Magazine
from our crawl and measurement
"Inkling is an often updated magazine on the web dedicated to science as we see it. Founded in late 2006, we cover the science that pervades our life, makes us laugh, and helps us choose our." That is how Inkling Magazine introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.7 out of 10, readable in places and missing in others.
On the page it is passable on partial sitemap and link coverage. What holds it back is a heading structure that lays out what it offers, a clearly stated business identity, structured data describing the business, credibility markers like credentials or reviews and the technical files AI engines look for, such as llms.txt or an open robots.txt.
Away from its own site, other sites link to it and people discuss it in places AI engines read. There is some, but not much, sign that the domain is only lightly established. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.
The site links to no social profiles, so there is nothing tying the brand to a wider presence.
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
3
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
2
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
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
3
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
5
Forum and community discussion.
0
No Reddit mentions found yet.
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 5.7/10, Inkling Magazine has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Inkling Magazine
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Weekly ChatGPT & Claude citation tracking
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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/inklingmagazine
Cite this score: Engagemii (2026). "AEO Score for Inkling Magazine." Retrieved from https://engagemii.com/aeo/brands/inklingmagazine
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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