AI Visibility Scorecard
MARF Engenharia e Tecnologia LTDA
icutdev.com · Technology
Borderline visible. AI bots can crawl MARF Engenharia e Tecnologia LTDA, 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
#1,544,331 of 2,706,565 in Technology for AI visibility
5
AEO Visibility
iBorderline · 4.5/10
30
Muse Index Score
iAI agent readiness
Basic · 30/100
0
AI Adoption
iNone detected · 0/100
About MARF Engenharia e Tecnologia LTDA
from our crawl and measurement
"Empresa de engenharia e tecnologia especializada no setor metalmecânico: engenharia reversa, projeto de peças e equipamentos e, com o iCutdev, software de precificação e orçamento." That is how Software de orçamento para corte a laser of Barueri, SP introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.5 out of 10.
Our crawl found structured data on the page (Organization, WebSite, SoftwareApplication), an llms.txt file for AI models and 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
Fair
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 4.5/10, MARF Engenharia e Tecnologia LTDA is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Por onde você quer começar?
Como funcionaDo arquivo DXF ao PDF do orçamento, passo a passo, com as telas do sistema.VerRecursosCálculo técnico do tempo de corte, preço com custo real, relatórios comerciais.VerContatoReceba uma apresentação aplicada à realidade da sua empresa.Ver
Is this your brand?
The exact fixes for MARF Engenharia e Tecnologia LTDA
Which AI engines already crawl you
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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 October 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/icutdev
Cite this score: Engagemii (2026). "AEO Score for MARF Engenharia e Tecnologia LTDA." Retrieved from https://engagemii.com/aeo/brands/icutdev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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