#185,715 OF 264,828 IN MANUFACTURING & INDUSTRIAL
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AI Visibility Scorecard
AInovations LLC
foundrylinux.com · Manufacturing & Industrial
Borderline visible. AI bots can crawl AInovations LLC, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
Monitoring for AI engine activity
In the Engagemii AEO index
#185,715 of 264,828 in Manufacturing & Industrial for AI visibility
4
AEO Visibility
iNear-invisible · 3.9/10
30
Muse Index Score
iAI agent readiness
Basic · 30/100
8
AI Adoption
iBasic · 8/100
About AInovations LLC
from our crawl and measurement
FoundryOS Fresh where it counts. Stable to the CORE. describes itself simply: "A Debian 13 desktop with the base frozen and snapshotted, fresh tooling in isolated layers, and boot-level rollback so a bad update is never fatal." When AI engines look at it, they find little to work with. It scores 3.9 out of 10.
Our crawl found structured data on the page (SoftwareApplication), a sitemap and a readable heading structure. It is missing an llms.txt file.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
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
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
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 3.9/10, AInovations LLC is crawlable but under-signaled - fixable, and the signals above are where to start.
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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.
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Source & Attribution
Scored by Engagemii on September 24, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/foundrylinux
Cite this score: Engagemii (2026). "AEO Score for AInovations LLC." Retrieved from https://engagemii.com/aeo/brands/foundrylinux
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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