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AI Visibility Scorecard
Kyle Fredin
kylefredin.com · Food & Beverage
At 2/10, Kyle Fredin 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#1,365,738 of 1,415,564 in Food & Beverage for AI visibility
2
/10
AEO Score
About Kyle Fredin
from our crawl and measurement
Kyle Fredin is a business whose own site puts it this way: "With NVM, you can install and manage multiple versions of NodeJS and switch between them as needed." As far as answer engines are concerned it may as well not exist yet: 2.0 out of 10.
Our crawl found a sitemap. It also found the gaps that keep answer engines guessing: structured data describing the business, an llms.txt file, a heading structure that lays out what it offers.
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
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
Domain Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 2/10, Kyle Fredin is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Kyle Fredin
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Your Ingredient Label Has a Story. Is Anyone Telling It?
Food is the most intimate purchase a person makes. You're deciding what goes into your body, what you feed your family, what aligns with your values. That decision deserves more than a label and a hope.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Kyle Fredin.
Source & Attribution
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/kylefredin
Cite this score: Engagemii (2026). "AEO Score for Kyle Fredin." Retrieved from https://engagemii.com/aeo/brands/kylefredin
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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