AI Visibility Scorecard
Hankinson Koehler Inc
hkpanelsystems.com · Home & Living
Borderline visible. AI bots can crawl Hankinson Koehler Inc, 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 3 times
Claude · Meta AI
#227,505 of 1,378,261 in Home & Living for AI visibility
7
AI Naming Predictability
iRarely named · 7/100
Home & Living average 5
Top 28% of Home & Living
See what's behind this score →4
-
Network Authority
iNot connected yet
Home & Living average 0.0
0 relationships · Home & Living average 2
See what's behind this score →20
Muse Index Score
iAI agent readiness
Basic · 20/100
Home & Living average 21
See what's behind this score →0
About Hankinson Koehler Inc
from our crawl and measurement
Hankinson Koehler Inc is a Hatfield, Pennsylvania business whose own site puts it this way: "HK Panel Systems specializes in commercial architectural and industrial installations with quality workmanship as the first priority." When AI engines look at it, they find little to work with. It scores 4.0 out of 10.
Our crawl found structured data on the page (Place, HomeAndConstructionBusiness, Organization) and a readable heading structure. It is missing an llms.txt file and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). By its own structured data it is a home services business.
- Company ·
- Hankinson Koehler Inc
- Website ·
- hkpanelsystems.com
- Industry ·
- Home & Living
- Location ·
- Hatfield, Pennsylvania
- Site status ·
- Live (The website showed an active business site when last checked (Aug 26, 2026).)
- Last scored ·
- Aug 11, 2026
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
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
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.
Off-page authority
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.
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 4/10, Hankinson Koehler Inc is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Have a question?
Our goal is to create then maintain a lasting and professional relationship with our clients based on exceptional work and cost efficiency. We take necessary measures to ensure the success of your project and we strive to meet and exceed our client’s expectations.
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The exact fixes for Hankinson Koehler Inc
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Source & Attribution
Scored by Engagemii on August 11, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/hkpanelsystems
Cite this score: Engagemii (2026). "AEO Score for Hankinson Koehler Inc." Retrieved from https://engagemii.com/aeo/brands/hkpanelsystems
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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