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AI Visibility Scorecard
Numa
numamessenger.com · Automotive
Borderline visible. AI bots can crawl Numa, 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
#94,305 of 331,878 in Automotive for AI visibility
5
/10
AEO Score
About Numa
from our crawl and measurement
"Numa is the AI Operating System for Car Dealerships. 1,300+ rooftops run on Numa to answer every call, book appointments, and protect CSI in real time." That is how Numa introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.0 out of 10, readable in places, missing in others.
Almost none of the machinery AI engines read is present, including structured data describing the business, an llms.txt file, a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
6
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
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
0
No inbound links found yet.
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 5/10, Numa is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Numa
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Numa.
Source & Attribution
Scored by Engagemii on July 18, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/numamessenger
Cite this score: Engagemii (2026). "AEO Score for Numa." Retrieved from https://engagemii.com/aeo/brands/numamessenger
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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