▼ 1.1 since Jun 2026
#421,731 OF 1,383,827 IN FOOD & BEVERAGE
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AI Visibility Scorecard
Chocolat World
chocolatworld.com · Food & Beverage
Borderline visible. AI bots can crawl Chocolat World, 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 3 times
Amazon Alexa · Meta AI
#421,731 of 1,383,827 in Food & Beverage for AI visibility
5
AEO Visibility
iBorderline · 4.9/10
35
Muse Index Score
iAI agent readiness
Basic · 35/100
0
AI Adoption
iNone detected · 0/100
About Chocolat World
from our crawl and measurement
Chocolatworld, based in Seri Kembangan, describes itself simply: "Quality handmade chocolate confectionaries & gifts. We make KL's best Moist Chocolate Cake. Since 2001. Imported ingredients from Europe. Online purchase & delivery available." When AI engines look at it, they find little to work with. It scores 4.9 out of 10.
Our crawl found structured data on the page (LocalBusiness, WebSite), an llms.txt file for AI models and a sitemap. It is missing a heading structure that lays out what it offers.
AI crawlers have visited once in our tracking, including AmazonBot (Alexa AI).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
2
Clear headings and answer-style content.
Entity Clarity
10
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
9
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
3
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
8
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 4.9/10, Chocolat World is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Chocolat World
Which AI engines already crawl you
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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 Chocolat World.
Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/chocolatworld
Cite this score: Engagemii (2026). "AEO Score for Chocolat World." Retrieved from https://engagemii.com/aeo/brands/chocolatworld
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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