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AI Visibility Scorecard

Project Lobster

Project Lobster

Unclaimed

projectlobster.com · Food & Beverage

Somewhat visible. AI bots can read Project Lobster, but it is missing the structured signals that push citation rate above competitors.

AI engines read this profile 4 times

Meta AI · Claude

#23,978 of 1,354,827 in Food & Beverage for AI visibility

6.2

/10

AEO Score

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About Project Lobster

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 it is partially visible, scoring 6.2 out of 10, readable in places and missing in others.

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.

Industry · Food & Beverage
Last scored · Aug 1, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

5

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

8

Clear headings and answer-style content.

Entity Clarity

6

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

2

Experience, Expertise, Authority, Trust markers.

Technical AEO

10

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

6

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

10

Inbound links from other sites.

Domain Authority

3

Established authority for your domain.

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

0

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 6.2/10, Project Lobster has a working base to build on - fixable, and the signals above are where to start.

Is this your brand?

The exact fixes for Project Lobster

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for Project Lobster: AEO & AI Search

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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Source & Attribution

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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