AI Visibility Scorecard
LightNode
lightnode.com · Technology
Somewhat visible. AI bots can read LightNode, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 8 times
Claude · ChatGPT · Meta AI · Apple Intelligence
#8,786 of 2,707,789 in Technology for AI visibility
7
AEO Visibility
iVisible · 7/10
85
Muse Index Score
iAI agent readiness
Transactable · 85/100
0
AI Adoption
iNone detected · 0/100
About LightNode
from our crawl and measurement
LightNode, based in Kowloon, describes itself simply: "LightNode provides high-performance NVMe SSD KVM cloud servers (VPS) across 40+ global locations, with hourly and monthly billing and deployment in about a minute." To AI engines like ChatGPT and Perplexity it is one of the more visible businesses we measure, scoring 7.0 out of 10.
Our crawl found structured data on the page (Organization, WebSite, Service), an llms.txt file for AI models and a sitemap.
AI crawlers have visited 5 times in our tracking, including GPTBot (ChatGPT), ClaudeBot (Anthropic) and Applebot (Siri).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Strong
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Strong
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
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
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
Weak
No community discussion yet.
Social Mentions
Good
Social discussion and mentions.
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 7/10, LightNode has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for LightNode
Which AI engines already crawl you
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The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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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/lightnode
Cite this score: Engagemii (2026). "AEO Score for LightNode." Retrieved from https://engagemii.com/aeo/brands/lightnode
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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