AI Visibility Scorecard
Project 472
project472.com · Food & Beverage
At 3.6/10, Project 472 is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Content Structure, Entity Clarity and E-E-A-T Signals. That is fixable, and the signals below show where to start.
AI engines read this profile 4 times
Claude · Parallel
3
AI Naming Predictability
iRarely named · 3/100
Food & Beverage average 12
See what's behind this score →3.6
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Food & Beverage average 2. Claim your page and Engagemii is your first.
See what's behind this score →25
Muse Index Score
iAI agent readiness
Basic · 25/100
Food & Beverage average 18
See what's behind this score →0
About Project 472
from our crawl and measurement
Project 472 is a business whose own site puts it this way: "This blog has unique travel guides for each one.Fieldwork DONEPosts FORTHCOMINGView By Train LineView All Subscribe Click on any blob on the map." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.6 out of 10.
Our crawl found structured data on the page (WebSite, LocalBusiness), a sitemap. It also found the gaps that keep answer engines guessing: an llms.txt file, a heading structure that lays out what it offers.
- Company ·
- Project 472
- Website ·
- project472.com
- Industry ·
- Food & Beverage
- Site status ·
- Live (The website showed an active business site when last checked (Aug 26, 2026).)
- Last scored ·
- Nov 1, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
Clear headings and answer-style content.
Entity Clarity
Weak
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
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
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 3.6/10, Project 472 is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Project 472
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How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Source & Attribution
Scored by Engagemii on November 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/project472
Cite this score: Engagemii (2026). "AEO Score for Project 472." Retrieved from https://engagemii.com/aeo/brands/project472
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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