AI Visibility Scorecard
cdvdna.com · Automotive
Borderline visible. AI bots can crawl CDV DNA Desmanche, 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 1 times
Claude
#222,199 of 365,623 in Automotive for AI visibility
<1
AI Naming Predictability
iRarely named · <1/100
Automotive average 5
Top 59% of Automotive
See what's behind this score →3.6
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Automotive average 5. Claim your page and Engagemii is your first.
See what's behind this score →50
Muse Index Score
iAI agent readiness
Agent-ready · 50/100
Automotive average 16
See what's behind this score →0
from our crawl and measurement
CDV DNA Desmanche is a Ceilândia, DF business whose own site puts it this way: "Desmanche especializado em peças usadas originais de carros com mais de 20 anos de experiência. Peças automotivas usadas para todas as marcas, incluindo Chevrolet." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.6 out of 10.
Our crawl found structured data on the page (AutoPartsStore, LocalBusiness, ItemList), a sitemap and a readable heading structure. It is missing an llms.txt file.
Strong · Good · Fair · Weak
Structured Data
Strong
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
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
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.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 3.6/10, CDV DNA Desmanche is crawlable but under-signaled - fixable, and the signals above are where to start.
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When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Scored by Engagemii on September 16, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cdvdna
Cite this score: Engagemii (2026). "AEO Score for CDV DNA Desmanche." Retrieved from https://engagemii.com/aeo/brands/cdvdna
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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