AI Visibility Scorecard
kimdcottrell.com
kimdcottrell.com · Technology
At 3.6/10, kimdcottrell.com is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are E-E-A-T Signals, Backlinks and Domain Authority. That is fixable, and the signals below show where to start.
AI engines read this profile 7 times
Meta AI · Claude · Perplexity · Parallel
19
AI Naming Predictability
iRarely named · 19/100
Technology average 28
Top 49% of Technology
See what's behind this score →3.6
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Technology average 4. Claim your page and Engagemii is your first.
See what's behind this score →20
Muse Index Score
iAI agent readiness
Agent-ready · 20/100
Technology average 17
See what's behind this score →0
About kimdcottrell.com
from our crawl and measurement
"The writings of Kim D. Cottrell, a senior software developer and mid-level devops engineer." That is how kimdcottrell.com introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.6 out of 10.
Our crawl found structured data on the page (Organization), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have read this profile 7 times in our tracking, including Meta AI, ClaudeBot (Anthropic) and PerplexityBot.
- Company ·
- kimdcottrell.com
- Website ·
- kimdcottrell.com
- Industry ·
- Technology
- Site status ·
- Live (The website showed an active business site when last checked (Aug 26, 2026).)
- Last scored ·
- Oct 24, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
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
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
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 read your site and name it in answers. At 3.6/10, kimdcottrell.com is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Frequently Asked Questions
How to use Traefik Proxy without exposing the Docker socket (HTTP Filter Edition)?
Opening up the Docker socket to a container results in the possibility that someone can utilize that container to break into the host machine. This is an example showing how to prevent such a jailbreak - it uses a localdev stack, though the solution for the socket used can also be used in a production environment.Published: July 21, 2023
Is this your brand?
The exact fixes for kimdcottrell.com
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
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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Source & Attribution
Scored by Engagemii on October 24, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/kimdcottrell
Cite this score: Engagemii (2026). "AEO Score for kimdcottrell.com." Retrieved from https://engagemii.com/aeo/brands/kimdcottrell
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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