AI Visibility Scorecard
The Front Field
thefrontfield.com · Finance & Insurance
At 1.34/10, The Front Field is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Structured Data, E-E-A-T Signals and Backlinks. That is fixable, and the signals below show where to start.
AI engines read this profile 2 times
Claude
3
AI Naming Predictability
iRarely named · 3/100
Finance & Insurance average 12
See what's behind this score →1.34
AEO Visibility
iNear-invisible · 1.34/10
Finance & Insurance average 1.9
See what's behind this score →-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Finance & Insurance average 1. Claim your page and Engagemii is your first.
See what's behind this score →5
Muse Index Score
iAI agent readiness
Basic · 5/100
Finance & Insurance average 16
See what's behind this score →0
About The Front Field
from our crawl and measurement
"Documenting some local histories of West Cork." That is how The Front Field introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 1.34 out of 10.
Almost none of the machinery AI engines read is present, including structured data describing the business, an llms.txt file, a sitemap.
- Company ·
- The Front Field
- Website ·
- thefrontfield.com
- Industry ·
- Finance & Insurance
- Site status ·
- Live (The website showed an active business site when last checked (Oct 31, 2026).)
- Last scored ·
- Nov 9, 2026
The 6 on-page signals AI reads
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
Weak
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.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
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 1.34/10, The Front Field is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Frequently Asked Questions
Who owned the land?
This is a picture of my family home in the 1980s. It seems like every farmer was approached to buy an aerial photo at that time… Growing up as I did in this house in the 1960s and 70s, I was never in any doubt as to who owned the land. Fitzgeralds, Collins’, Sheilys, O’Regans, O’Mahoneys, and Whooleys were our neighbours, their land bounded ours. It seemed to me that this sense of ownership was a timeless thing.
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Source & Attribution
Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/thefrontfield
Cite this score: Engagemii (2026). "AEO Score for The Front Field." Retrieved from https://engagemii.com/aeo/brands/thefrontfield
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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