AI Visibility Scorecard
ibcarb.com · Education
Borderline visible. AI bots can crawl IBCarb - Glycoscience Tools for Biotechnology and Bioenergy, a BBSRC NIBB -, 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 3 times
Claude · Apple Intelligence
#114,120 of 937,753 in Education for AI visibility
19
AI Naming Predictability
iRarely named · 19/100
Education average 14
Top 20% of Education
See what's behind this score →4
-
Network Authority
iNot connected yet
Education average 0.0
0 relationships · Education average 4
See what's behind this score →25
0
from our crawl and measurement
IBCarb is a business whose own site puts it this way: "Welcome to IBCarb IBCarb is a growing network of glycoscientists from academia and industry. Our aim is to establish the UK as the partner of choice for glycobiotechnology." When AI engines look at it, they find little to work with. It scores 4.2 out of 10.
On its own pages the site does well on crawler access and the files AI engines look for. It is passable on some structured data, a workable page structure and a partly stated business identity. What holds it back is sitemaps and entity links AI can follow and credibility markers like credentials or reviews.
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.
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
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
Fair
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 4.2/10, IBCarb - Glycoscience Tools for Biotechnology and Bioenergy, a BBSRC NIBB - is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for IBCarb - Glycoscience Tools for Biotechnology and Bioenergy, a BBSRC NIBB -
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When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/ibcarb
Cite this score: Engagemii (2026). "AEO Score for IBCarb - Glycoscience Tools for Biotechnology and Bioenergy, a BBSRC NIBB -." Retrieved from https://engagemii.com/aeo/brands/ibcarb
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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