AI Visibility Scorecard
4thdistrict.com · Food & Beverage
Borderline visible. AI bots can crawl 4th District Co., 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
Meta AI · Claude
#919,469 of 1,393,867 in Food & Beverage for AI visibility
4
AEO Visibility
iNear-invisible · 3.9/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
?
AI Adoption
iNone detected · -/100
from our crawl and measurement
4th District Co. is a business whose own site puts it this way: "Discover 4th District, a creative production agency in Boston and NYC, specializing in impactful storytelling for brands across outdoor, education, and tech sectors." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.9 out of 10.
On the page it is passable on a partly stated business identity and basic crawler access. What holds it back is structured data describing the business, a heading structure that lays out what it offers, sitemaps and entity links AI can follow and credibility markers like credentials or reviews.
Away from its own site, other sites link to it. Beyond that, the domain does not yet read as established, 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.
There is not much on the page to read either, about 113 words.
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
Clear headings and answer-style content.
Entity Clarity
Good
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.
How the web signals your brand to AI
Backlinks
Fair
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.
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 3.9/10, 4th District Co. is crawlable but under-signaled - fixable, and the signals above are where to start.
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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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Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/4thdistrict
Cite this score: Engagemii (2026). "AEO Score for 4th District Co.." Retrieved from https://engagemii.com/aeo/brands/4thdistrict
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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