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AI Visibility Scorecard
Team Bob’s Heating, Cooling, Plumbing
bobsfurnaceservice.com · Home & Living
Borderline visible. AI bots can crawl Team Bob’s Heating, Cooling, Plumbing, 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.
AI engines read this profile 1 times
ChatGPT
#442,441 of 1,284,317 in Home & Living for AI visibility
5
AEO Visibility
iBorderline · 4.9/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
0
AI Adoption
iNone detected · 0/100
About Team Bob’s Heating, Cooling, Plumbing
from our crawl and measurement
Team Bob's Heating, Cooling, Plumbing, based in Traverse City, MI, describes itself simply: "Team Bob’s, Providing expert HVAC and plumbing services for over 35 years, ensuring comfort, clean air, and pure water for homes and businesses." When AI engines look at it, they find little to work with. It scores 4.9 out of 10.
Our crawl found structured data on the page (Place, HVACBusiness, Organization) and a readable heading structure. It is missing an llms.txt file and a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
7
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
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
6
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
9
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
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 4.9/10, Team Bob’s Heating, Cooling, Plumbing is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Team Bob’s Heating, Cooling, Plumbing
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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 September 15, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/bobsfurnaceservice
Cite this score: Engagemii (2026). "AEO Score for Team Bob’s Heating, Cooling, Plumbing." Retrieved from https://engagemii.com/aeo/brands/bobsfurnaceservice
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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