AI Visibility Scorecard
Quality Castings Iron Foundry
qcfoundry.com · Manufacturing & Industrial
Borderline visible. AI bots can crawl Quality Castings Iron 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.
AI engines read this profile 7 times
Claude · Meta AI · Apple Intelligence
#5,778 of 269,066 in Manufacturing & Industrial for AI visibility
21
AI Naming Predictability
iNamed occasionally · 21/100
More likely to be named than 98% of Manufacturing & Industrial companies
5
AEO Visibility
iBorderline · 4.7/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About Quality Castings Iron Foundry
from our crawl and measurement
"In operation since 1933, The Quality Castings Company is a recognized leader in both high-volume and short-run production of the finest castings available in gray and ductile iron." That is how Quality Castings Iron Foundry of Orrville, OH introduces itself. When AI engines look at it, they find little to work with. It scores 4.7 out of 10.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic) and Meta AI.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
Clear headings and answer-style content.
Entity Clarity
Good
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
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
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 4.7/10, Quality Castings Iron Foundry is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for Quality Castings Iron Foundry
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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Source & Attribution
Scored by Engagemii on August 11, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/qcfoundry
Cite this score: Engagemii (2026). "AEO Score for Quality Castings Iron Foundry." Retrieved from https://engagemii.com/aeo/brands/qcfoundry
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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