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AI Visibility Scorecard
TFS MFG INC.
tfsmanufacturing.com · Manufacturing & Industrial
Borderline visible. AI bots can crawl TFS MFG INC., 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
Claude · Meta AI
#176,456 of 244,157 in Manufacturing & Industrial for AI visibility
4
AEO Visibility
iNear-invisible · 3.9/10
35
Muse Index Score
iAI agent readiness
Basic · 35/100
0
AI Adoption
iNone detected · 0/100
About TFS MFG INC.
from our crawl and measurement
TFS MFG INC., based in Abbotsford, BC, describes itself simply: "High precision metal manufacturing services. TFS provides both fast turnaround and affordability. In-house capabilities such as powder coating, CNC bending, laser cutting, and many more!." 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 (LocalBusiness, WebSite), an llms.txt file for AI models and a sitemap.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
5
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
9
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
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
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 3.9/10, TFS MFG INC. is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for TFS MFG INC.
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.
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Source & Attribution
Scored by Engagemii on August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/tfsmanufacturing
Cite this score: Engagemii (2026). "AEO Score for TFS MFG INC.." Retrieved from https://engagemii.com/aeo/brands/tfsmanufacturing
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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