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AI Visibility Scorecard
Nosh and Found
noshandfound.com · Food & Beverage
Borderline visible. AI bots can crawl Nosh and Found, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#1,035,011 of 1,354,971 in Food & Beverage for AI visibility
3.3
/10
AEO Score
About Nosh and Found
from our crawl and measurement
Nosh and Found describes itself simply: "I am passionate about supporting local businesses, discovering all of the hidden (and, not so hidden) gems in the restaurant and food world, as well as traveling and exploring, locally." When AI engines look at it, they find little to work with. It scores 3.0 out of 10.
On its own pages the site does well on crawler access and the files AI engines look for. It is passable on a workable page structure and a partly stated business identity. What holds it back is credibility markers like credentials or reviews, sitemaps and entity links AI can follow and structured data describing the business.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
3
Clear headings and answer-style content.
Entity Clarity
7
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
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
1
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
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 3.3/10, Nosh and Found is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Nosh and Found
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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.
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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/noshandfound
Cite this score: Engagemii (2026). "AEO Score for Nosh and Found." Retrieved from https://engagemii.com/aeo/brands/noshandfound
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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