AI Visibility Scorecard
Whitby Seafoods
whitbyscampi.com · Manufacturing & Industrial
Borderline visible. AI bots can crawl Whitby Seafoods, 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 1 times
Claude
#168,882 of 268,088 in Manufacturing & Industrial for AI visibility
4
AEO Visibility
iBorderline · 4.3/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Whitby Seafoods
from our crawl and measurement
"Based in the glorious Whitby, and yes you guessed it, we make scampi. The name says it all really." That is how Whitby Seafoods introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.3 out of 10.
On the page itself the strengths are clear: a clear heading structure and sitemaps and entity links AI can follow. It is passable on a few credibility markers and basic crawler access. What holds it back is a clearly stated business identity and structured data describing the business.
Off the page, almost no other sites link to it, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.
It does link out to several social profiles, which helps engines tie the brand together.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
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.
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 4.3/10, Whitby Seafoods is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
So...what is Scampi?
Scampi – or langoustines, if you want to give them their frilly name – are actually small lobsters. The scientific name is Nephrops Norvegicus, but you can sling your hook if you think we’re printing that on every packet.. We responsibly source them from the chilly waters around the British Isles... ...and carefully prepare them with our tasty golden crumb here in Whitby, North Yorkshire.
Is this your brand?
The exact fixes for Whitby Seafoods
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/whitbyscampi
Cite this score: Engagemii (2026). "AEO Score for Whitby Seafoods." Retrieved from https://engagemii.com/aeo/brands/whitbyscampi
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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