AI Visibility Scorecard
Modarri
modarri.com · Automotive
Borderline visible. AI bots can crawl Modarri, 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.
AI engines read this profile 3 times
Claude · Meta AI
#5,567 of 365,696 in Automotive for AI visibility
2
AI Naming Predictability
iRarely named · 2/100
More likely to be named than 98% of Automotive companies
5
AEO Visibility
iBorderline · 4.6/10
10
Muse Index Score
iAI agent readiness
Transactable · 10/100
0
AI Adoption
iNone detected · 0/100
About Modarri
from our crawl and measurement
Modarri, based in Santa Cruz, CA, describes itself simply: "Modarri's Mix-and-Match Building System allows you to design your own custom car. Put your finger in the driver's seat and just point where you want to go!." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.6 out of 10.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
Clear headings and answer-style content.
Entity Clarity
Weak
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
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 4.6/10, Modarri is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for Modarri
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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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for Modarri.
Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/modarri
Cite this score: Engagemii (2026). "AEO Score for Modarri." Retrieved from https://engagemii.com/aeo/brands/modarri
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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