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AI Visibility Scorecard
Four Seas Ice Cream
fourseasicecream.com · Food & Beverage
Somewhat visible. AI bots can read Four Seas Ice Cream, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 7 times
Meta AI · Claude · Apple Intelligence
#105,021 of 1,366,389 in Food & Beverage for AI visibility
6
AEO Visibility
iBorderline · 5.7/10
0
Muse Index Score
iAI agent readiness
Basic · 0/100
0
AI Adoption
iNone detected · 0/100
About Four Seas Ice Cream
from our crawl and measurement
Four Seas Ice Cream is a Centerville, MA business whose own site puts it this way: "Four Seas Ice Cream has been serving the best ice cream on Cape Cod since 1934. We're not just the oldest ice cream shop on Cape Cod, we're the oldest ice cream shop in Massachusetts." Its AI visibility score is 5.7 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (WebPage, ImageObject, BreadcrumbList) and a readable heading structure. It is missing an llms.txt file and a sitemap.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
Clear headings and answer-style content.
Entity Clarity
8
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
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
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 5.7/10, Four Seas Ice Cream has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Four Seas Ice Cream
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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 Four Seas Ice Cream.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/fourseasicecream
Cite this score: Engagemii (2026). "AEO Score for Four Seas Ice Cream." Retrieved from https://engagemii.com/aeo/brands/fourseasicecream
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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