AI Visibility Scorecard
Mentat
mentathq.com · Technology
Somewhat visible. AI bots can read Mentat, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 4 times
Meta AI · Claude
#667,373 of 2,707,521 in Technology for AI visibility
5
AEO Visibility
iBorderline · 5.2/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
0
AI Adoption
iNone detected · 0/100
About Mentat
from our crawl and measurement
Mentat: field service revenue recovery, based in Asheville, NC, describes itself simply: "Mentat is field service revenue recovery software. It rides on top of the system a service company already runs, credits every technician for the work they spot, and turns a short voice." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.2 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (Organization, SoftwareApplication), an llms.txt file for AI models and a readable heading structure. It is missing a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
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
Strong
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 5.2/10, Mentat has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Mentat
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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 22, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mentathq
Cite this score: Engagemii (2026). "AEO Score for Mentat." Retrieved from https://engagemii.com/aeo/brands/mentathq
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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