#537,392 OF 934,986 IN EDUCATION
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AI Visibility Scorecard
Fraser River Forge
fraserriverforge.com · Education
Borderline visible. AI bots can crawl Fraser River 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#537,392 of 934,986 in Education for AI visibility
4
AEO Visibility
iBorderline · 4.4/10
10
Muse Index Score
iAI agent readiness
Basic · 10/100
0
AI Adoption
iNone detected · 0/100
About Fraser River Forge
from our crawl and measurement
"Fraser River Forge is a traditional blacksmith shop in Vancouver, BC, offering blacksmithing classes, welding classes, blacksmithing supplies, custom forged metalwork, railings, garden." That is how Blacksmith Shop Vancouver BC introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.4 out of 10.
Our crawl found an llms.txt file for AI models, a sitemap and a readable heading structure. It is missing structured data describing the business.
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
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
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 4.4/10, Fraser River Forge is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for Fraser River Forge
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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.
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Source & Attribution
Scored by Engagemii on September 25, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/fraserriverforge
Cite this score: Engagemii (2026). "AEO Score for Fraser River Forge." Retrieved from https://engagemii.com/aeo/brands/fraserriverforge
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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