AI Visibility Scorecard
Engine Co. No. 28
engineco.com · Food & Beverage
At 3/10, Engine Co. No. 28 is close to invisible in AI search today. Most assistants will not name it when asked about your category. That is fixable, and the signals below show where to start.
AI engines read this profile 11 times
Claude · ChatGPT · Meta AI · Apple Intelligence
#453,907 of 1,391,257 in Food & Beverage for AI visibility
44
AI Naming Predictability
iRarely named · 44/100
Food & Beverage average 12
Top 5% of Food & Beverage
See what's behind this score →3
-
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 Engine Co. No. 28
from our crawl and measurement
"Now a DTLA landmark serving cocktails, plates and energy that burns bright." That is how Engine Co. No. 28 of Los Angeles, CA introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.0 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 5 times in our tracking, including ClaudeBot (Anthropic) and GPTBot (ChatGPT).
- Company ·
- Engine Co. No. 28
- Website ·
- engineco.com
- Industry ·
- Food & Beverage
- Location ·
- Los Angeles, CA
- Site status ·
- Live (The website showed an active business site when last checked (Aug 26, 2026).)
- Last scored ·
- Aug 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
Fair
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
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Strong
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 read your site and name it in answers. At 3/10, Engine Co. No. 28 is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Engine Co. No. 28
Which AI engines already crawl you
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Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/engineco
Cite this score: Engagemii (2026). "AEO Score for Engine Co. No. 28." Retrieved from https://engagemii.com/aeo/brands/engineco
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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