AI Visibility Scorecard
AINode
ainode.dev · Technology
Somewhat visible. AI bots can read AINode, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#846,406 of 2,707,789 in Technology for AI visibility
5
AEO Visibility
iBorderline · 5.1/10
85
Muse Index Score
iAI agent readiness
Transactable · 85/100
4
AI Adoption
iBasic · 4/100
About AINode
from our crawl and measurement
AINode is a business whose own site puts it this way: "Free, open-source tool that turns an NVIDIA GPU box into a local AI platform: a browser chat UI, an OpenAI-compatible REST API, in-browser benchmarking, quantization and single-node." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.1 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (SoftwareApplication, Organization, HowTo), an llms.txt file for AI models and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
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
Weak
No inbound links found yet.
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
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 5.1/10, AINode has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
Why Local AI?
Throughput is the one thing a local box does not automatically win, so we measured it instead of claiming it.Cloud AI (OpenAI, etc.)AINodeMonthly cost$100–$10,000+$0, you own the boxData privacyTheir serversYour hardwareRate limitsYesNoNetwork hopEvery requestNone, it is on your LANFine-tuningLimited, expensiveLoRA to full FT, freeModel choiceTheir listAny vLLM-compatible weightsInternet requiredYesNoMonthly.
How much could you save?
Compare your monthly cloud AI spend against a one-time hardware investment.Monthly cloud AI spend$500$100$10,000Annual cloud cost$6,000Hardware (one-time)$3,499Break-even7 mo3-year savings$14,5013-year cloud cost$18,000AINode (one-time)$3,499
Is this your brand?
The exact fixes for AINode
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for AINode.
Source & Attribution
Scored by Engagemii on September 30, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/ainode-dev
Cite this score: Engagemii (2026). "AEO Score for AINode." Retrieved from https://engagemii.com/aeo/brands/ainode-dev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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