AI Visibility Scorecard
Lake Time Brewing & Spirits
laketimebrewing.com · Food & Beverage
Borderline visible. AI bots can crawl Lake Time Brewing & Spirits, 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 8 times
Claude · Meta AI · ShapBot
#73,472 of 1,392,203 in Food & Beverage for AI visibility
<1
4
AEO Visibility
iBorderline · 4.2/10
30
Muse Index Score
iAI agent readiness
Basic · 30/100
0
AI Adoption
iNone detected · 0/100
About Lake Time Brewing & Spirits
from our crawl and measurement
"Discover the best selection of good beer, spirits, and delicious food at Lake Time Brewing & Spirits, the premier brewery and restaurant in town." That is how Lake Time Brewing & Spirits of Bridgman, MI introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.2 out of 10.
Our crawl found structured data on the page (LocalBusiness), an llms.txt file for AI models and a sitemap. It is missing a heading structure that lays out what it offers.
AI crawlers have visited 8 times in our tracking, including ClaudeBot (Anthropic), Meta AI and ShapBot (Parallel).
The 6 signals AI reads
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
Strong
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
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
Off-page authority
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 4.2/10, Lake Time Brewing & Spirits is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for Lake Time Brewing & Spirits
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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/laketimebrewing
Cite this score: Engagemii (2026). "AEO Score for Lake Time Brewing & Spirits." Retrieved from https://engagemii.com/aeo/brands/laketimebrewing
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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