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AI Visibility Scorecard
benjaminfirn.com
benjaminfirn.com · Technology
Borderline visible. AI bots can crawl benjaminfirn.com, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#2,117,809 of 2,651,995 in Technology for AI visibility
3.1
/10
AEO Score
About benjaminfirn.com
from our crawl and measurement
"Story I'm Boston born and bred, but currently live in Westchester (NY) with my wife, two daughters, and guard dog." That is how benfirn.com introduces itself. When AI engines look at it, they find little to work with. It scores 3.1 out of 10.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
2
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
4
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
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 3.1/10, benjaminfirn.com is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for benjaminfirn.com
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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 August 30, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/benjaminfirn
Cite this score: Engagemii (2026). "AEO Score for benjaminfirn.com." Retrieved from https://engagemii.com/aeo/brands/benjaminfirn
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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