AI Visibility Scorecard
Mapped by Ed
mappedbyed.com · Food & Beverage
Borderline visible. AI bots can crawl Mapped by Ed, 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
#773,537 of 1,393,425 in Food & Beverage for AI visibility
4
AEO Visibility
iBorderline · 4.2/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About Mapped by Ed
from our crawl and measurement
"Stop scrolling, start exploring. Curated Google Maps lists for Bangkok, Chiang Mai and beyond. Cafés, restaurants, bars, rooftops, temples, tagged, filterable, and saved directly in your." That is how Mapped by Ed introduces itself. When AI engines look at it, they find little to work with. It scores 4.2 out of 10.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
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
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
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 4.2/10, Mapped by Ed is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Discovery is easier than ever. Then why does it still feel so hard?
You get tons of recs from too many sources Carousels, reels, TikToks, subreddits, group chats. You bookmark everything and still struggle to find whatever you were looking for. Your "saved places" become a junk drawer Cafés mixed with dinner spots mixed with temples and markets. When you finally want to go somewhere you scroll indefinitely and still can't find the right vibe.
Is this your brand?
The exact fixes for Mapped by Ed
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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 Mapped by Ed.
Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mappedbyed
Cite this score: Engagemii (2026). "AEO Score for Mapped by Ed." Retrieved from https://engagemii.com/aeo/brands/mappedbyed
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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