AI Visibility Scorecard
Collins Electric
ce1906.com · Education
At 2.21/10, Collins Electric is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Structured Data, Backlinks and Domain Authority. That is fixable, and the signals below show where to start.
AI engines read this profile 5 times
ChatGPT · Claude
<1
2.21
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Education average 4. Claim your page and Engagemii is your first.
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About Collins Electric
from our crawl and measurement
Collins Electric describes itself simply: "Collins Electric is the largest electrical contracting and design firm in western Massachusetts, offering expert electrical services for over 110 years." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 2.21 out of 10.
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 read this profile 5 times in our tracking, including GPTBot (ChatGPT) and ClaudeBot (Anthropic).
- Company ·
- Collins Electric
- Website ·
- ce1906.com
- Industry ·
- Education
- Location ·
- Chicopee, MA
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Nov 9, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
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
Good
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.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
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 read your site and name it in answers. At 2.21/10, Collins Electric is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Collins Electric
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Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Source & Attribution
Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/ce1906
Cite this score: Engagemii (2026). "AEO Score for Collins Electric." Retrieved from https://engagemii.com/aeo/brands/ce1906
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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