AI Visibility Scorecard
Coldmaster
coldmasterinc.com · Automotive
Somewhat visible. AI bots can read Coldmaster, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 9 times
Claude · ChatGPT · Meta AI · Apple Intelligence
#7,945 of 365,677 in Automotive for AI visibility
6
AEO Visibility
iVisible · 6.3/10
30
Muse Index Score
iAI agent readiness
Basic · 30/100
0
AI Adoption
iNone detected · 0/100
About Coldmaster
from our crawl and measurement
Coldmaster is a Largo, FL business whose own site puts it this way: "At Coldmaster we are specialists in the A/C market for antique cars, we manufacture with the best technology, we handle air conditioning for various models, brands and years of classic." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.1 out of 10, readable in places, missing in others.
On the page, the fundamentals are in place: structured data on the page (WebSite, LocalBusiness), an llms.txt file for AI models, a sitemap.
AI crawlers have visited the site 3 times in our tracking, so the engines are already looking.
The 6 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
Weak
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
Strong
Inbound links from other sites.
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 6.3/10, Coldmaster has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Coldmaster
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
The AEO Checklist Every Small Business Owner Needs Right Now
Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Coldmaster.
Source & Attribution
Scored by Engagemii on August 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/coldmasterinc
Cite this score: Engagemii (2026). "AEO Score for Coldmaster." Retrieved from https://engagemii.com/aeo/brands/coldmasterinc
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