#782,809 OF 1,386,109 IN FOOD & BEVERAGE
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AI Visibility Scorecard
LanternSmith
lanternsmith.com · Food & Beverage
Borderline visible. AI bots can crawl LanternSmith, 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 4 times
Meta AI · Claude
#782,809 of 1,386,109 in Food & Beverage for AI visibility
4
AEO Visibility
iBorderline · 4/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About LanternSmith
from our crawl and measurement
"LanternSmith offers high performance flow gear for poi, hammer, and more. Or get parts to build or customize on your own." That is how LanternSmith introduces itself. When AI engines look at it, they find little to work with. It scores 4.0 out of 10.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
1
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
6
Social discussion and mentions.
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, LanternSmith is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for LanternSmith
Which AI engines already crawl you
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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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for LanternSmith.
Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/lanternsmith
Cite this score: Engagemii (2026). "AEO Score for LanternSmith." Retrieved from https://engagemii.com/aeo/brands/lanternsmith
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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