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AI Visibility Scorecard
Sam McKennoch's Research Page
skennoch.net · Technology
At 2.4/10, Sam McKennoch's Research Page is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
AI engines read this profile 8 times
Meta AI · Claude · ChatGPT
#2,312,352 of 2,664,636 in Technology for AI visibility
2
AEO Visibility
iNear-invisible · 2.4/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
2
AI Adoption
iBasic · 2/100
About Sam McKennoch's Research Page
from our crawl and measurement
Sam McKennoch's Research Page is a business whose own site puts it this way: "Sam McKennoch's Research Page Research Overview Sample Theta Neuron Code & Documentation Publications Other Interests Sam McKennoch Seattle, WA (206) 465-5269 skennoch at gmail.com Website." As far as answer engines are concerned it may as well not exist yet: 2.4 out of 10.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
4
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
4
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
1
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
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 2.4/10, Sam McKennoch's Research Page is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for Sam McKennoch's Research Page
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Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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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/skennoch-net
Cite this score: Engagemii (2026). "AEO Score for Sam McKennoch's Research Page." Retrieved from https://engagemii.com/aeo/brands/skennoch-net
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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