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AI visibility score
2.05/ 10Near-invisible

▼ 1.55 since Oct 2026

As of 2026-11-09 · Engagemii IndexCheck another site →Live terminal →

AI Visibility Scorecard

Le Must

Le Must

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condoslemust.com · Food & Beverage

At 2.05/10, Le Must 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, E-E-A-T Signals and Backlinks. That is fixable, and the signals below show where to start.

AI engines read this profile 9 times

ChatGPT · Meta AI · Claude · Parallel

<1

AI Naming Predictability

i

Rarely named · <1/100

Food & Beverage average 12

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2.05

AEO Visibility

i

Near-invisible · 2.05/10

Food & Beverage average 2.3

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-

Network Authority

i

Not connected yet

0 relationships on record. Businesses in Food & Beverage average 2. Claim your page and Engagemii is your first.

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5

Muse Index Score

i

AI agent readiness

Basic · 5/100

Food & Beverage average 18

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0

AI Adoption

i

None detected · 0/100

Food & Beverage average 0

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About Le Must

from our crawl and measurement

Le Must describes itself simply: "Le projet résidentiel LE MUST, composé de 128 unités locatives, est considéré comme l’un des développements les plus ambitieux et attendus depuis des décennies dans la région." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 2.05 out of 10.

Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.

AI crawlers have read this profile 9 times in our tracking, including GPTBot (ChatGPT), Meta AI and ClaudeBot (Anthropic).

Company ·
Le Must
Industry ·
Food & Beverage
Site status ·
Live (The website showed an active business site when last checked (Oct 31, 2026).)
Last scored ·
Nov 9, 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

Good

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

Fair

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 2.05/10, Le Must is near-invisible to AI engines today. That is fixable, and the signals above are where to start.

Picked for Le Must: 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 9, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/condoslemust

Cite this score: Engagemii (2026). "AEO Score for Le Must." Retrieved from https://engagemii.com/aeo/brands/condoslemust

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

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