AI Visibility Scorecard
Devsource
devsource-for-humanity.fr · Travel & Hospitality
Borderline visible. AI bots can crawl Devsource, 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 3 times
Claude · Meta AI
#11,170 of 457,407 in Travel & Hospitality for AI visibility
<1
AI Naming Predictability
iRarely named · <1/100
Travel & Hospitality average 11
Top 67% of Travel & Hospitality
See what's behind this score →4.1
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Travel & Hospitality average 4. Claim your page and Engagemii is your first.
See what's behind this score →45
Muse Index Score
iAI agent readiness
Agent-ready · 45/100
Travel & Hospitality average 17
See what's behind this score →4
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." When AI engines look at it, they find little to work with. It scores 4.1 out of 10.
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).
- Company ·
- Devsource
- Website ·
- devsource-for-humanity.fr
- Industry ·
- Travel & Hospitality
- Location ·
- Vincennes, 11
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Nov 5, 2026
The 6 on-page 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.
The 6 off-page signals AI reads
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
-
Not yet measured.
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 read your site and name it in answers. At 4.1/10, Devsource is crawlable but under-signaled - 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
Already have an account? Sign in
How to Get Your Company Named by ChatGPT, Gemini, and Claude
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.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for Devsource.
Source & Attribution
Scored by Engagemii on November 5, 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.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform