AI Visibility Scorecard
Racing Chocs
chocolateengineering.com · Sports & Recreation
Borderline visible. AI bots can crawl Racing Chocs, 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
#14,182 of 251,644 in Sports & Recreation for AI visibility
24
AI Naming Predictability
iRarely named · 24/100
Sports & Recreation average 17
Top 23% of Sports & Recreation
See what's behind this score →3.9
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Sports & Recreation average 3. Claim your page and Engagemii is your first.
See what's behind this score →40
Muse Index Score
iAI agent readiness
Transactable · 40/100
Sports & Recreation average 16
See what's behind this score →0
About Racing Chocs
from our crawl and measurement
Racing Chocs describes itself simply: "These are our filled chocolates that are shaped like racing helmets and take inspiration in their decoration from classic and contempory helmet designs from F1 and beyond." When AI engines look at it, they find little to work with. It scores 3.9 out of 10.
Our crawl found structured data on the page (Organization, WebSite) and a readable heading structure. It is missing an llms.txt file and a sitemap.
- Company ·
- Racing Chocs
- Website ·
- chocolateengineering.com
- Industry ·
- Sports & Recreation
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Nov 5, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Strong
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
Fair
Sitemaps and entity links AI can follow.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
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 read your site and name it in answers. At 3.9/10, Racing Chocs is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What are Racing Chocs?
These are our filled chocolates that are shaped like racing helmets and take inspiration in their decoration from classic and contempory helmet designs from F1 and beyond.
Is this your brand?
The exact fixes for Racing Chocs
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
Already have an account? Sign in
How to Get Your Company Named by ChatGPT, Gemini, and Claude
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for Racing Chocs.
Source & Attribution
Scored by Engagemii on November 5, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/chocolateengineering
Cite this score: Engagemii (2026). "AEO Score for Racing Chocs." Retrieved from https://engagemii.com/aeo/brands/chocolateengineering
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform