▲ 2.3 since Jun 2026
#601,323 OF 2,700,984 IN TECHNOLOGY
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AI Visibility Scorecard
Laird Breyer's Homepage
lbreyer.com · Technology
Somewhat visible. AI bots can read Laird Breyer's Homepage, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 5 times
Meta AI · Apple Intelligence · Claude
#601,323 of 2,700,984 in Technology for AI visibility
5
AEO Visibility
iBorderline · 5.3/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Laird Breyer's Homepage
from our crawl and measurement
"welcome/ java-mcmc/ software/ papers/ links/ email me sitemap software essays mathematics unix links previous next Hello, I'm Laird Breyer." That is how Laird Breyer's Homepage 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.
The page falls short on a heading structure that lays out what it offers, the technical files AI engines look for, such as llms.txt or an open robots.txt, sitemaps and entity links AI can follow, structured data describing the business, a clearly stated business identity and credibility markers like credentials or reviews.
Off the page, 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. None of that can be fixed on the page: it has to be earned.
AI crawlers have visited once in our tracking, including Applebot (Siri). 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
Weak
Clear headings and answer-style content.
Entity Clarity
Weak
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
Weak
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
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
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Fair
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 5.3/10, Laird Breyer's Homepage 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 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/lbreyer
Cite this score: Engagemii (2026). "AEO Score for Laird Breyer's Homepage." Retrieved from https://engagemii.com/aeo/brands/lbreyer
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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