AI Visibility Scorecard
Borderline visible. AI bots can crawl INGEVIN, 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
3
AEO Visibility
iNear-invisible · 3.3/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
INGEVIN Ingénierie vinicole et création de cave Leader en Ingénierie vinicole, maîtrise d’oeuvre de restructuration (process et bâtiment), rénovation ou construction de cave de vinification et uni describes itself simply: "Spécialisé en ingénierie vinicole, notre bureau d’étude assure la maitrise d’œuvre process et bâtiment de vos projets vinicoles de toute taille." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.3 out of 10.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Fair
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
Fair
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 3.3/10, INGEVIN is crawlable but under-signaled - fixable, and the signals above are where to start.
Quelles sont les différentes étapes de réalisation d’un projet vinicole ?
24 janvier , 2023 Pour réussir un projet vinicole, il y existe plusieurs étapes à valider afin d'éviter certaines erreurs au moment d'exécuter le chantier. Chez Ingevin nous sommes
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The exact fixes for INGEVIN
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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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Scored by Engagemii on August 18, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/ingevin
Cite this score: Engagemii (2026). "AEO Score for INGEVIN." Retrieved from https://engagemii.com/aeo/brands/ingevin
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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