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AI Visibility Scorecard
Edward Köehn Co., Inc
ekmfg.com · Manufacturing & Industrial
Somewhat visible. AI bots can read Edward Köehn Co., Inc, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
Apple Intelligence · Claude
#44,081 of 242,031 in Manufacturing & Industrial for AI visibility
5.5
/10
AEO Score
About Edward Köehn Co., Inc
from our crawl and measurement
Edward Köehn Co., Inc, based in Berkeley, CA, describes itself simply: "Precision Machined ComponentsSince 1943Precision Machined Components Since 1943Customer ServiceWe are committed to quality in everything we do - from agile." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.5 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (Corporation, Organization, WebSite), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited 2 times in our tracking, including Applebot (Siri) and ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
10
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
7
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
8
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 5.5/10, Edward Köehn Co., Inc 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 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/ekmfg
Cite this score: Engagemii (2026). "AEO Score for Edward Köehn Co., Inc." Retrieved from https://engagemii.com/aeo/brands/ekmfg
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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