AI Visibility Scorecard
MacFarlane Energy
macfarlanedunn.com · Home & Living
Borderline visible. AI bots can crawl MacFarlane Energy, 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
#755,966 of 1,375,150 in Home & Living for AI visibility
5
AEO Visibility
iBorderline · 4.5/10
10
Muse Index Score
iAI agent readiness
Basic · 10/100
0
AI Adoption
iNone detected · 0/100
About MacFarlane Energy
from our crawl and measurement
Heating Oil Delivery, A/C Systems, based in Dedham, MA, describes itself simply: "If you are looking for a heating oil supplier or heating and air conditioning contractor that you can trust, you have come to the right place." When AI engines look at it, they find little to work with. It scores 4.5 out of 10.
Our crawl found structured data on the page (HVACBusiness, WebSite), an llms.txt file for AI models and a sitemap. It is missing a heading structure that lays out what it offers.
The 6 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
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
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
Weak
No inbound links found yet.
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 4.5/10, MacFarlane Energy is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for MacFarlane Energy
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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 October 3, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/macfarlanedunn
Cite this score: Engagemii (2026). "AEO Score for MacFarlane Energy." Retrieved from https://engagemii.com/aeo/brands/macfarlanedunn
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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