AI Visibility Scorecard
Lamplighter Brewing Co.
lamplighterbrewing.com · Food & Beverage
Somewhat visible. AI bots can read Lamplighter Brewing Co., but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 13 times
Meta AI · Claude · ChatGPT · Apple Intelligence
#7,812 of 1,393,990 in Food & Beverage for AI visibility
7
AEO Visibility
iVisible · 6.5/10
20
Muse Index Score
iAI agent readiness
Transactable · 20/100
0
AI Adoption
iNone detected · 0/100
About Lamplighter Brewing Co.
from our crawl and measurement
Lamplighter Brewing Co. is a business whose own site puts it this way: "Lamplighter Brewing Co. is a vibrant community-based craft brewery with two taproom locations in Cambridge, steps from downtown Boston." Its AI visibility score is 6.5 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found an llms.txt file for AI models, a sitemap and a readable heading structure. It is missing structured data describing the business.
AI crawlers have visited 3 times in our tracking, including GPTBot (ChatGPT) and ClaudeBot (Anthropic).
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
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
Good
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 6.5/10, Lamplighter Brewing Co. has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
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Is this your brand?
The exact fixes for Lamplighter Brewing Co.
Which AI engines already crawl you
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The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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Lamplighter Brewing Co. lists 276 products, 230 in stock, priced 0.00 to 350.00.
Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/lamplighterbrewing
Cite this score: Engagemii (2026). "AEO Score for Lamplighter Brewing Co.." Retrieved from https://engagemii.com/aeo/brands/lamplighterbrewing
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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