AI Visibility Scorecard
projectlobster.com · Food & Beverage
Borderline visible. AI bots can crawl Project Lobster, 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 14 times
Meta AI · Claude · ShapBot
#16,831 of 1,392,203 in Food & Beverage for AI visibility
12
5
AEO Visibility
iBorderline · 4.7/10
40
Muse Index Score
iAI agent readiness
Transactable · 40/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
Project Lobster describes itself simply: "PJ.LOBSTER™ is a vision brand born in Barcelona in 2018. We offer unique products that you won't find anywhere else: we design all our glasses and manufacture them without the middle-men." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.7 out of 10.
Our crawl found structured data on the page (BreadcrumbList, WebSite, Organization), an llms.txt file for AI models and a sitemap.
AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic) and Meta AI.
Strong · Good · Fair · Weak
Structured Data
Fair
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
Good
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 4.7/10, Project Lobster is crawlable but under-signaled - fixable, and the signals above are where to start.
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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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Project Lobster lists 75 products, 75 in stock, priced 8.00 to 130.00.
Machine-readable copy: the product feed (JSON).
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/projectlobster
Cite this score: Engagemii (2026). "AEO Score for Project Lobster." Retrieved from https://engagemii.com/aeo/brands/projectlobster
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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