AI Visibility Scorecard
Oak and Iron
drinkoandi.com · Food & Beverage
Borderline visible. AI bots can crawl Oak and Iron, 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
#824,485 of 1,393,734 in Food & Beverage for AI visibility
4
AEO Visibility
iBorderline · 4.1/10
30
Muse Index Score
iAI agent readiness
Agent-ready · 30/100
0
AI Adoption
iNone detected · 0/100
About Oak and Iron
from our crawl and measurement
Oak and Iron is a Thousand Oaks, CA business whose own site puts it this way: "Welcome to Oak & Iron, where we blend the rich heritage of craft cocktail culture with the dynamic edge of modern digital entertainment." When AI engines look at it, they find little to work with. It scores 4.1 out of 10.
Our crawl found structured data on the page (Restaurant) and a readable heading structure. It is missing an llms.txt file and a sitemap.
By its own structured data it is a restaurant business.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
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 4.1/10, Oak and Iron is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Oak and Iron
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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 30, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/drinkoandi
Cite this score: Engagemii (2026). "AEO Score for Oak and Iron." Retrieved from https://engagemii.com/aeo/brands/drinkoandi
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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