AI Visibility Scorecard
wwgemmillinc.com · Home & Living
Borderline visible. AI bots can crawl W.W. Gemmill Plumbing, Heating and Air Conditioning, Stewartstown, PA, 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 4 times
Claude · Meta AI
#801,679 of 1,375,151 in Home & Living for AI visibility
4
AEO Visibility
iBorderline · 4.4/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
W.W. Gemmill Plumbing, Heating and Air Conditioning, Stewartstown, PA, based in Stewartstown, PA, describes itself simply: "W.W. Gemmill Plumbing air conditioning heating - For 30 years, residents of South Central PA, and Northern Maryland have considered W. W. Gemmill to be." When AI engines look at it, they find little to work with. It scores 4.4 out of 10.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Good
Inbound links from other sites.
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.
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 4.4/10, W.W. Gemmill Plumbing, Heating and Air Conditioning, Stewartstown, PA is crawlable but under-signaled - fixable, and the signals above are where to start.
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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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Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/wwgemmillinc
Cite this score: Engagemii (2026). "AEO Score for W.W. Gemmill Plumbing, Heating and Air Conditioning, Stewartstown, PA." Retrieved from https://engagemii.com/aeo/brands/wwgemmillinc
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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