AI Visibility Scorecard
edunham
edunham.net · Manufacturing & Industrial
Borderline visible. AI bots can crawl edunham, 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 18 times
Meta AI · Claude · ChatGPT · Apple Intelligence
#5,793 of 269,181 in Manufacturing & Industrial for AI visibility
2
5
AEO Visibility
iBorderline · 4.7/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About edunham
from our crawl and measurement
Blog is a business whose own site puts it this way: "Wherein I record things I wish I'd known earlier." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.7 out of 10.
On the page itself the strengths are clear: a clear heading structure, a clearly stated business identity and sitemaps and entity links AI can follow. It is passable on a few credibility markers and basic crawler access. What holds it back is structured data describing the business.
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.
AI crawlers have visited 2 times 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
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Good
Forum and community discussion.
Social Mentions
Weak
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 4.7/10, edunham is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What to bring to CCC Camp next time?
August 26, 2019 I took last week off work and attended CCC camp, which was wonderful on a variety of axes. I packed light, but through the week I noted some things it'd be worth packing less-lightly for.
Resumes: 1 page or more?
July 28, 2017 Some of my IRC friends are job hunting at the moment, so I've been proofreading resumes. These friends are several years into their professional careers at this point, and I've found it really interesting to see what they include and exclude to make the best use of their resumes' space.
Are we 'are we' yet?
February 26, 2016 The Rust community, being founded and enjoyed by a variety of Mozilians, seems to have inherited the tradition of tracking top-level progress metrics using are we sites.
Who would you hire?
January 13, 2016 If you're using open source as a portfolio to make yourself a more competitive job candidate, it can feel like you have to start your own project to show off your skills.
How many Rust channels are there?
July 31, 2015 I'm using search.mibbit.com to count these. All have at least one user in them as of 4pm PST 2015-07-31.
Is this your brand?
The exact fixes for edunham
Which AI engines already crawl you
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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/edunham-net
Cite this score: Engagemii (2026). "AEO Score for edunham." Retrieved from https://engagemii.com/aeo/brands/edunham-net
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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