AI Visibility Scorecard
· Technology
At 2.17/10, Comm Manager (MaKenzie Enterprises LLC) is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Content Structure, E-E-A-T Signals and Technical AEO. That is fixable, and the signals below show where to start.
AI engines read this profile 6 times
Claude · Perplexity · Meta AI
27
AI Naming Predictability
iRarely named · 27/100
Technology average 28
Top 36% of Technology
See what's behind this score →2.17
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Technology average 4. Claim your page and Engagemii is your first.
See what's behind this score →20
Muse Index Score
iAI agent readiness
Basic · 20/100
Technology average 17
See what's behind this score →0
from our crawl and measurement
Comm Manager (MaKenzie Enterprises LLC), based in Oil City, PA, describes itself simply: "SMB‑ready managed IT services, co‑managed IT support for internal teams, and advanced cybersecurity. 24/7 monitoring, rapid response, and plain‑English support." When AI engines look at it, they find little to work with. It scores 2.17 out of 10.
Our crawl found structured data on the page (LocalBusiness, WebSite). It is missing an llms.txt file, a sitemap and a heading structure that lays out what it offers.
AI crawlers have read this profile 6 times in our tracking, including ClaudeBot (Anthropic), PerplexityBot and Meta AI.
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Weak
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
Weak
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 2.17/10, Comm Manager (MaKenzie Enterprises LLC) is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for Comm Manager (MaKenzie Enterprises LLC).
Scored by Engagemii on November 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cmgrhosting
Cite this score: Engagemii (2026). "AEO Score for Comm Manager (MaKenzie Enterprises LLC)." Retrieved from https://engagemii.com/aeo/brands/cmgrhosting
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