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AI Visibility Scorecard
Ed’s Precision MFG
edsprecision.com · Manufacturing & Industrial
Somewhat visible. AI bots can read Ed’s Precision MFG, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 4 times
Claude · Apple Intelligence · Meta AI
#51,033 of 242,142 in Manufacturing & Industrial for AI visibility
5.4
/10
AEO Score
About Ed’s Precision MFG
from our crawl and measurement
"We are ISO 9001:2015, ITAR, and JCP Certified. Ed's Precision Manufacturing LLC is a full-service international machine shop that handles all grades of metal and plastic from prototype to." That is how Ed’s Precision MFG introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.4 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (WebPage, BreadcrumbList, WebSite) and a readable heading structure. It is missing an llms.txt file and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
9
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
8
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
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
7
Inbound links from other sites.
Domain Authority
1
Established authority for your domain.
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 5.4/10, Ed’s Precision MFG has a working base to build on - 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
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Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/edsprecision
Cite this score: Engagemii (2026). "AEO Score for Ed’s Precision MFG." Retrieved from https://engagemii.com/aeo/brands/edsprecision
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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