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AI Visibility Scorecard
Heat Pump Installation for Massachusetts Homeowners
forgeco.com · Home & Living
Somewhat visible. AI bots can read Heat Pump Installation for Massachusetts Homeowners, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 6 times
ChatGPT · Meta AI · Claude · Apple Intelligence
#29,115 of 1,265,038 in Home & Living for AI visibility
6.2
/10
AEO Score
About Heat Pump Installation for Massachusetts Homeowners
from our crawl and measurement
"Forge is the premier heat pump installation service in Massachusetts. Our team of experts does one thing and one thing only: heat pumps." That is how Heat Pump Installation for Massachusetts Homeowners of Newton, MA introduces itself. Its AI visibility score is 6.2 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (HVACBusiness), an llms.txt file for AI models and a sitemap.
AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic) and GPTBot (ChatGPT).
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
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
9
Inbound links from other sites.
Domain Authority
3
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 6.2/10, Heat Pump Installation for Massachusetts Homeowners has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Heat Pump Installation for Massachusetts Homeowners
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The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/forgeco
Cite this score: Engagemii (2026). "AEO Score for Heat Pump Installation for Massachusetts Homeowners." Retrieved from https://engagemii.com/aeo/brands/forgeco
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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