AI Visibility Scorecard
John Collins
722e5th.com · Food & Beverage
Borderline visible. AI bots can crawl John Collins, 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 · ShapBot · Meta AI
#965,370 of 1,394,000 in Food & Beverage for AI visibility
39
AI Naming Predictability
iSometimes named · 39/100
4
AEO Visibility
iNear-invisible · 3.8/10
0
Muse Index Score
iAI agent readiness
Basic · 0/100
?
AI Adoption
iNone detected · -/100
About John Collins
from our crawl and measurement
722 E 5th St, Boston, MA 02127, based in Boston, MA, describes itself simply: "Introducing 722 East 5th Street, a new 24’ construction that redefines modern living! This gem features 3 beds & 4 baths, along with a fenced yard, private patio, & 3 inviting decks." When AI engines look at it, they find little to work with. It scores 3.8 out of 10.
Our crawl found structured data on the page (House, Place, RealEstateAgent) and a readable heading structure. It is missing an llms.txt file and a sitemap.
By its own structured data it is a real estate business.
The 6 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
Strong
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.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
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 3.8/10, John Collins is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for John Collins
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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 September 3, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/722e5th
Cite this score: Engagemii (2026). "AEO Score for John Collins." Retrieved from https://engagemii.com/aeo/brands/722e5th
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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