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AI Visibility Scorecard
boxlunchcapecod.com · Food & Beverage
Somewhat visible. AI bots can read Box Lunch, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Claude · Apple Intelligence
#82,106 of 1,352,755 in Food & Beverage for AI visibility
5.8
/10
AEO Score
from our crawl and measurement
"Wellfleet. Turo. Provincetown. Home of the Rollwich, the freshest sandwich on Cape Cod. Great Food, Three Great Locations! Click here for more information about how to order!." That is how Box Lunch introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.8 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (WebPage, BreadcrumbList, WebSite) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
3
Clear headings and answer-style content.
Entity Clarity
9
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
9
Inbound links from other sites.
Domain Authority
4
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.
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 5.8/10, Box Lunch has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Box Lunch
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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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Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/boxlunchcapecod
Cite this score: Engagemii (2026). "AEO Score for Box Lunch." Retrieved from https://engagemii.com/aeo/brands/boxlunchcapecod
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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