AI Visibility Scorecard
Choix Libr’ Conso
choixlib.com · Food & Beverage
At 1.1/10, Choix Libr’ Conso is near-invisible in AI search today. Most AI engines will not name it when asked about its category. The weakest signals are Structured Data, Entity Clarity and E-E-A-T Signals. That is fixable, and the signals below show where to start.
AI engines read this profile 1 times
Claude
<1
AI Naming Predictability
iRarely named · <1/100
Food & Beverage average 12
See what's behind this score →1.1
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Food & Beverage average 2. Claim your page and Engagemii is your first.
See what's behind this score →0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
Food & Beverage average 18
See what's behind this score →0
About Choix Libr’ Conso
from our crawl and measurement
"Un choix plus futé pour le reconditionné: profitez de 20€ de réduction chez Underdog avec le code CHOIXLIB20 A propos Publications Choix Libr’ Conso: comprendre ce qui compte vraiment." That is how Choix Libr’ Conso introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 1.1 out of 10.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have read this profile once in our tracking, including ClaudeBot (Anthropic).
- Company ·
- Choix Libr’ Conso
- Website ·
- choixlib.com
- Industry ·
- Food & Beverage
- Site status ·
- Live (The website showed an active business site when last checked (Nov 1, 2026).)
- Last scored ·
- Nov 8, 2026
The 6 on-page signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Weak
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
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
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 1.1/10, Choix Libr’ Conso is near-invisible to AI engines today. That is fixable, and the signals above are where to start.
Frequently Asked Questions
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Comment choisir un frigo adapté à un grand foyer aux usages intensifs ?
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Beko RCNE365E40ZXBN ou RCNT375E40ZXBN : quel combiné choisir pour optimiser son investissement ?
Dans la gamme des frigos combinés, Beko propose deux références populaires : le RCNE365E40ZXBN et le RCNT375E40ZXBN. À première vue, ils semblent très proches : hauteur, design, format combiné (congélateur bas), affichage ext... 05/07/2026
Robustesse mécanique : Liebherr ou Bosch, lequel tient le mieux dans la durée ?
Entre Liebherr et Bosch, on compare deux marques qui symbolisent la fiabilité allemande dans l’électroménager, en particulier sur les réfrigérateurs et congélateurs. Mais à l’usage – et sur le terrain de la mécanique pure – il... 01/07/2026
Bosch ou Whirlpool : quel réfrigérateur maîtrise vraiment la stabilité de température ?
Sur un réfrigérateur, la stabilité thermique est un critère fondamental — et pourtant, il reste trop souvent sous-estimé au moment de l’achat. Elle correspond à la capacité de l’appareil à maintenir une température homogène et constante... Tous droits réservés | © Copyright choixlib.com. Mentions légales
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The exact fixes for Choix Libr’ Conso
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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/choixlib
Cite this score: Engagemii (2026). "AEO Score for Choix Libr’ Conso." Retrieved from https://engagemii.com/aeo/brands/choixlib
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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