#599,048 OF 923,709 IN EDUCATION
SCORE HISTORY BEGINS 2026-09-13
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AI Visibility Scorecard
Hot Milk Forge
blacksmithingcourses.com · Education
Borderline visible. AI bots can crawl Hot Milk Forge, 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
ChatGPT
#599,048 of 923,709 in Education for AI visibility
4
AEO Visibility
iBorderline · 4.2/10
35
Muse Index Score
iAI agent readiness
Basic · 35/100
0
AI Adoption
iNone detected · 0/100
About Hot Milk Forge
from our crawl and measurement
Hot Milk Forge describes itself simply: "Hot Milk Forge. Blacksmith, Bladesmith and Knifemaking School based in the Glens of Antrim, Northern Ireland. Evening and Weekend courses throughout the year." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.2 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.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
4
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
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
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 4.2/10, Hot Milk Forge is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Hot Milk Forge
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 Hot Milk Forge.
Source & Attribution
Scored by Engagemii on September 13, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/blacksmithingcourses
Cite this score: Engagemii (2026). "AEO Score for Hot Milk Forge." Retrieved from https://engagemii.com/aeo/brands/blacksmithingcourses
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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