AI Visibility Scorecard
418 DevOps
Borderline visible. AI bots can crawl 418 DevOps, 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 2 times
Claude · Perplexity
<1
AI Naming Predictability
iRarely named · <1/100
4
AEO Visibility
iNear-invisible · 3.5/10
55
Muse Index Score
iAI agent readiness
Agent-ready · 55/100
4
AI Adoption
iBasic · 4/100
About 418 DevOps
from our crawl and measurement
418 DevOps is a Molsheim, Grand Est business whose own site puts it this way: "Ingénieur DevOps et SRE indépendant en Alsace. Infogérance, hébergement, architecture cloud, automatisation, sécurité et sauvegardes pour PME et éditeurs de logiciels." When AI engines look at it, they find little to work with. It scores 3.5 out of 10.
Our crawl found structured data on the page (ProfessionalService, WebSite, FAQPage), an llms.txt file for AI models 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
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
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
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
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 3.5/10, 418 DevOps is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Votre site est-il visible dans les réponses des IA ?
Beaucoup de sites interdisent l'accès à ChatGPT, Claude ou Perplexity sans le savoir, à cause d'une ligne de configuration copiée il y a des années. Ils sont absents des réponses, et rien ne les en avertit. Vérifiez le vôtre en quelques secondes, sans inscription. On appelle cela le GEO, l'optimisation pour les moteurs génératifs.
Is this your brand?
The exact fixes for 418 DevOps
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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 3, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/418devops-fr
Cite this score: Engagemii (2026). "AEO Score for 418 DevOps." Retrieved from https://engagemii.com/aeo/brands/418devops-fr
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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