AI Visibility Scorecard
geoffbarton.org · Media & Entertainment
Borderline visible. AI bots can crawl Geoff Barton's blog, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#1,750,390 of 1,966,289 in Media & Entertainment for AI visibility
<1
4
AEO Visibility
iNear-invisible · 3.5/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
Geoff Barton's blog Computational biology and more… describes itself simply: "Skip to the content Geoff Barton's blog Computational biology and more." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.5 out of 10.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 3.5/10, Geoff Barton's blog is crawlable but under-signaled - fixable, and the signals above are where to start.
What should you call your research group?
May 9, 2022 / geoffbarton / 0 Comments After studying really hard, getting a good B.Sc., flying high in your Ph.D. and as a postdoc, you have finally amassed enough research experience and scientific research publications to apply for Principal Investigator (PI) positions.
EU Membership?
There is no clear message on whether an independent Scotland would be able to remain a member of the EU. If Scotland does remain in the EU then there will be big implications for any company or public sector pension schemes that are UK wide. Such cross-border schemes would have to be in credit. Few if any are at the moment.
Citizenship?
If Scotland were to go independent, we would have the option of a Scottish Passport.
Who stands to gain most from a YES vote?
I think this is just the politicians who are clamouring for more power. All we hear from the SNP politicians is their thirst for power. The significant powers they already have in the devolved government are not enough for them, they want more.
Finally, was the booth at Liverpool worthwhile?
As I said above, overall yes, some new contacts were made that have led on to new collaborations and also opportunities to teach about Jalview at other institutes. The caveat is that we reached around 200 people at that meeting.
Is this your brand?
The exact fixes for Geoff Barton's blog
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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 October 3, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/geoffbarton-org
Cite this score: Engagemii (2026). "AEO Score for Geoff Barton's blog." Retrieved from https://engagemii.com/aeo/brands/geoffbarton-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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