#225,236 OF 264,660 IN MANUFACTURING & INDUSTRIAL
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AI Visibility Scorecard
Longhorn Foundry
grapevinefoundry.com · Manufacturing & Industrial
Borderline visible. AI bots can crawl Longhorn Foundry, 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
#225,236 of 264,660 in Manufacturing & Industrial for AI visibility
3
AEO Visibility
iNear-invisible · 3.3/10
25
Muse Index Score
iAI agent readiness
Basic · 25/100
0
AI Adoption
iNone detected · 0/100
About Longhorn Foundry
from our crawl and measurement
"Our experienced team is committed to delivering excellence in every aspect of our work." That is how THE FOUNDRY of Rock Point, AZ introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.3 out of 10.
Our crawl found structured data on the page (LocalBusiness) and a readable heading structure. It is missing an llms.txt file and a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
8
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
4
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
3
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 3.3/10, Longhorn Foundry 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 23, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/grapevinefoundry
Cite this score: Engagemii (2026). "AEO Score for Longhorn Foundry." Retrieved from https://engagemii.com/aeo/brands/grapevinefoundry
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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