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AI Visibility Scorecard
TMC Upfitting
tmcupfitting.com · Home & Living
Borderline visible. AI bots can crawl TMC Upfitting, 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
#340,184 of 792,078 in Home & Living for AI visibility
4.7
/10
AEO Score
About TMC Upfitting
from our crawl and measurement
"Commercial fleet upfitting and refrigerated vehicle builds in Calgary, Alberta. TMC Upfitting supports reefer vans, decals, service fleets, and specialty commercial vehicle projects." That is how TMC Upfitting of Calgary, AB introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.7 out of 10.
On the page itself the strengths are clear: a clearly stated business identity and crawler access and the files AI engines look for. It is passable on some structured data, a workable page structure, a few credibility markers and partial sitemap and link coverage.
Off the page there is only faint evidence that only a handful of sites link to it. Beyond that, the domain does not yet read as established, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.
The site links to no social profiles, so there is nothing tying the brand to a wider presence.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
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
6
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 Trust
0
Little domain authority yet.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 4.7/10, TMC Upfitting is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for TMC Upfitting
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/tmcupfitting
Cite this score: Engagemii (2026). "AEO Score for TMC Upfitting." Retrieved from https://engagemii.com/aeo/brands/tmcupfitting
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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