AI Visibility Scorecard
route19brewing.com · Food & Beverage
Borderline visible. AI bots can crawl Route 19 Brewing, 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 5 times
Claude · Meta AI · ShapBot
#46,469 of 1,391,756 in Food & Beverage for AI visibility
58
AI Naming Predictability
iRarely named · 58/100
Food & Beverage average 12
Top 3% of Food & Beverage
See what's behind this score →5
-
Network Authority
iNot connected yet
Food & Beverage average 0.0
0 relationships · Food & Beverage average 2
See what's behind this score →50
Muse Index Score
iAI agent readiness
Transactable · 50/100
Food & Beverage average 18
See what's behind this score →0
from our crawl and measurement
"Route 19 Brewing is a craft brewery and oceanfront restaurant in Inverness, Cape Breton, serving handcrafted beer, fresh local food, and live entertainment with stunning coastal views." That is how Route 19 Brewing introduces itself. When AI engines look at it, they find little to work with. It scores 4.6 out of 10.
On its own pages the site does well on a clear heading structure, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. It is passable on some structured data and a partly stated business identity. What holds it back is credibility markers like credentials or reviews.
Off the page, other sites link to it. There is some, but not much, sign that the domain is only lightly established. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic). It does link out to several social profiles, which helps engines tie the brand together.
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
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
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
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.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 4.6/10, Route 19 Brewing is crawlable but under-signaled - fixable, and the signals above are where to start.
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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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Route 19 Brewing lists 11 products, 0 in stock, priced 3.73 to 4.21.
Machine-readable copy: the product feed (JSON).
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/route19brewing
Cite this score: Engagemii (2026). "AEO Score for Route 19 Brewing." Retrieved from https://engagemii.com/aeo/brands/route19brewing
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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