AI visibility score
2.3/ 10Weak
As of 2026-11-08 · Engagemii indexCheck another site →Live terminal →

AI Visibility Scorecard

DEVHAPPY

DEVHAPPY

Unclaimed
⚠ Identity mismatch

At 2.3/10, DEVHAPPY is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are E-E-A-T Signals, Backlinks and Domain Authority. That is fixable, and the signals below show where to start.

AI engines read this profile 1 times

Claude

<1

AI Naming Predictability

i

Rarely named · <1/100

Average 15

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2.3

AEO Visibility

i

Near-invisible · 2.3/10

Average 4.1

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-

Network Authority

i

Not connected yet

0 relationships on record. Businesses average 3. Claim your page and Engagemii is your first.

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45

Muse Index Score

i

AI agent readiness

Agent-ready · 45/100

Average 16

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4

AI Adoption

i

Basic · 4/100

Average 0

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About DEVHAPPY

from our crawl and measurement

"Plateforme de micro-learning, formation et coaching orientée résultats pour les compétences digitales." That is how DEVHAPPY introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 2.3 out of 10.

Our crawl found structured data on the page (Organization, WebSite, ProfessionalService) and a readable heading structure. It is missing an llms.txt file and a sitemap.

AI crawlers have read this profile once in our tracking, including ClaudeBot (Anthropic).

Company ·
DEVHAPPY
Website ·
dev-labs.app
Site status ·
Live (The website showed an active business site when last checked (Oct 31, 2026).)
Last scored ·
Nov 8, 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

Good

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 2.3/10, DEVHAPPY is near-invisible to AI engines today. That is fixable, and the signals above are where to start.

Frequently Asked Questions

Quel résultat voulez-vous atteindre ?

Un affichage plus clair: 3 parcours sélectionnés, pensés pour passer à l'action rapidement.

Quelle est la différence entre un module, un parcours et un bundle ?

Un module est une unité d’apprentissage autonome. Un parcours assemble des modules dans un ordre guidé vers un objectif. Un bundle est une offre commerciale regroupant plusieurs modules.

Combien de temps faut-il pour terminer un parcours ?

Chaque parcours indique une durée estimée. Vous pouvez avancer à votre rythme et reprendre vos modules là où vous vous êtes arrêté.

Les certificats DEVLABS sont-ils vérifiables ?

Oui. Les modules certifiants génèrent un certificat partageable avec un lien de vérification public.

Is this your brand?

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The exact fixes for DEVHAPPY

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Which AI engines already crawl you

✓

Free AI bot monitoring: see every AI crawler that visits you

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Picked for DEVHAPPY: AEO & AI Search

Why your brand doesn't show up in ChatGPT answers (and how to fix it)

ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.

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Source & Attribution

Scored by Engagemii on November 8, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/dev-labs-app

Cite this score: Engagemii (2026). "AEO Score for DEVHAPPY." Retrieved from https://engagemii.com/aeo/brands/dev-labs-app

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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