#1,011,726 OF 1,390,182 IN FOOD & BEVERAGE
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AI Visibility Scorecard
Four One Two
four1two.com · Food & Beverage
Borderline visible. AI bots can crawl Four One Two, 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
#1,011,726 of 1,390,182 in Food & Beverage for AI visibility
3
AEO Visibility
iNear-invisible · 3.4/10
35
Muse Index Score
iAI agent readiness
Basic · 35/100
0
AI Adoption
iNone detected · 0/100
About Four One Two
from our crawl and measurement
Four One Two, based in Higher Wheelton, ENG, describes itself simply: "Four One Two is Chorleys first Specialty coffee bar with sweet treats, flowers & home gifts in the heart of Lancashire." When AI engines look at it, they find little to work with. It scores 3.4 out of 10.
Our crawl found structured data on the page (WebSite, Restaurant), an llms.txt file for AI models and a sitemap. It is missing a heading structure that lays out what it offers.
By its own structured data it is a restaurant business.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
4
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
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 3.4/10, Four One Two is crawlable but under-signaled - fixable, and the signals above are where to start.
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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 24, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/four1two
Cite this score: Engagemii (2026). "AEO Score for Four One Two." Retrieved from https://engagemii.com/aeo/brands/four1two
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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