AI Visibility Scorecard
SODA BACK
sodaback.com · Food & Beverage
Borderline visible. AI bots can crawl SODA BACK, 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 7 times
Meta AI · Claude · Apple Intelligence
#370,281 of 1,392,203 in Food & Beverage for AI visibility
<1
4
AEO Visibility
iBorderline · 4/10
25
Muse Index Score
iAI agent readiness
Basic · 25/100
0
AI Adoption
iNone detected · 0/100
About SODA BACK
from our crawl and measurement
SODA BACK is a business whose own site puts it this way: "From rooftop bars and boutique hotels to destination restaurants, we shape concepts that blend creativity with impact, ideas that excite your guests, outperform your competition, and set." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.
Our crawl found structured data on the page (WebSite, LocalBusiness) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.
AI crawlers have visited 7 times in our tracking, including ClaudeBot (Anthropic), Applebot (Siri) and Meta AI.
The 6 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.
Off-page authority
How the web signals your brand to AI
Backlinks
Good
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.
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 4/10, SODA BACK is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for SODA BACK
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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 October 25, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/sodaback
Cite this score: Engagemii (2026). "AEO Score for SODA BACK." Retrieved from https://engagemii.com/aeo/brands/sodaback
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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