AI Visibility Scorecard
Devsource
devsource-for-humanity.fr · Travel & Hospitality
Somewhat visible. AI bots can read Devsource, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#114,418 of 457,104 in Travel & Hospitality for AI visibility
5
AEO Visibility
iBorderline · 5.2/10
45
Muse Index Score
iAI agent readiness
Agent-ready · 45/100
4
AI Adoption
iBasic · 4/100
About Devsource
from our crawl and measurement
Devsource is a Vincennes business whose own site puts it this way: "Agence SEO, web, GEO et acquisition digitale pour les entreprises actives en France." Its AI visibility score is 5.2 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (Organization, LocalBusiness, ProfessionalService) and a readable heading structure. It is missing 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
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
Strong
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 5.2/10, Devsource has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
Quels éléments faut-il examiner en priorité ?
Le besoin mérite une réponse reliée à un objectif précis. Devsource clarifie le périmètre, sélectionne les actions utiles et définit les preuves qui permettront de juger le résultat. Les recommandations sont reliées à des URL, des livrables, des données ou des tests consultables par l’équipe. Le suivi porte sur les actions utiles au projet et sur leur contribution aux demandes obtenues. Méthode
Comment valider les actions mises en œuvre ?
Trois blocs permettent d’avancer sans mélanger diagnostic, intervention et validation.
Quels éléments faut-il examiner avant de décider ?
Le diagnostic confronte le besoin exprimé au fonctionnement réel de la page, du parcours et des outils. Il distingue les faits, les hypothèses et les contraintes avant toute recommandation.Points à documenterDéfinir le résultat attendu.Identifier les données disponibles.Prioriser les actions réversibles.Contrôler le résultat après livraison. Le conseil Devsource en vidéo
Is this your brand?
The exact fixes for Devsource
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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 Devsource.
Source & Attribution
Scored by Engagemii on October 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/devsource-for-humanity-fr
Cite this score: Engagemii (2026). "AEO Score for Devsource." Retrieved from https://engagemii.com/aeo/brands/devsource-for-humanity-fr
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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