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AI Visibility Scorecard
Tonkin Lab website
tonkinlab.org · Education
Somewhat visible. AI bots can read Tonkin Lab website, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Meta AI · Claude
#264,951 of 897,437 in Education for AI visibility
5
AEO Visibility
iBorderline · 5.3/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About Tonkin Lab website
from our crawl and measurement
"We combine theory and experiments with data analysis and synthesis." That is how Tonkin Lab website introduces itself. Its AI visibility score is 5.3 out of 10: the engines can find it, but they do not have much to hold on to.
On the page it is passable on a workable page structure, a few credibility markers and basic crawler access. What holds it back is sitemaps and entity links AI can follow, structured data describing the business and a clearly stated business identity.
Off the page, other sites link to it. 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, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). 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
6
Clear headings and answer-style content.
Entity Clarity
2
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
6
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
9
Inbound links from other sites.
Domain Authority
3
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.
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 5.3/10, Tonkin Lab website has a working base to build on - fixable, and the signals above are where to start.
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Source & Attribution
Scored by Engagemii on August 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/tonkinlab-org
Cite this score: Engagemii (2026). "AEO Score for Tonkin Lab website." Retrieved from https://engagemii.com/aeo/brands/tonkinlab-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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