AI Visibility Scorecard
H.C. Murray Group
hardingjacob.com · Finance & Insurance
Borderline visible. AI bots can crawl H.C. Murray Group, 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 6 times
ChatGPT · Claude · Meta AI · Perplexity
#58,458 of 791,964 in Finance & Insurance for AI visibility
<1
4
AEO Visibility
iBorderline · 4.2/10
25
Muse Index Score
iAI agent readiness
Basic · 25/100
0
AI Adoption
iNone detected · 0/100
About H.C. Murray Group
from our crawl and measurement
"H.C. Murray Group independent insurance agencies have provided insurance solutions to individuals, professionals and business owners for over 80 years." That is how H.C. Murray Group introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.2 out of 10.
On the page itself the strengths are clear: a clear heading structure, a clearly stated business identity, visible credibility markers, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on some structured data.
Away from its own site, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.
AI crawlers have visited 3 times in our tracking, including GPTBot (ChatGPT) and ClaudeBot (Anthropic). It does link out to several social profiles, which helps engines tie the brand together.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
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
Strong
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 4.2/10, H.C. Murray Group is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/hardingjacob
Cite this score: Engagemii (2026). "AEO Score for H.C. Murray Group." Retrieved from https://engagemii.com/aeo/brands/hardingjacob
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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