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AI visibility score
1.40/ 10Near-invisible

▼ 2.10 since Nov 2026

Top 50% in Food & Beverage

As of 2026-11-08 · Engagemii Index

AI Visibility Scorecard

MLANGONI

MLANGONI

Unclaimed

mlangoni.com · Food & Beverage

At 1.40/10, MLANGONI 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 2 times

Claude

Top 50% in Food & Beverage for AI visibility

7

AI Naming Predictability

i

Rarely named · 7/100

Food & Beverage average 12

Top 45% of Food & Beverage

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1.40

AEO Visibility

i

Near-invisible · 1.40/10

Food & Beverage average 1.3

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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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10

Muse Index Score

i

AI agent readiness

Basic · 10/100

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 MLANGONI

from our crawl and measurement

"Passez Votre CommandeCommander sur MLANGONI est gratuit, simple et rapide !" That is how MLANGONI introduces itself. When AI engines look at it, they find little to work with. It scores 1.40 out of 10.

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

Company ·
MLANGONI
Website ·
mlangoni.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

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

Strong

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 1.40/10, MLANGONI is near-invisible to AI engines today. That is fixable, and the signals above are where to start.

Frequently Asked Questions

Comment passer une commande sur MLANGONI ?

Passer une commande sur notre plateforme est un jeu d’enfant. Il vous suffit de parcourir notre menu varié, qui inclut non seulement des plats traditionnels et modernes, mais aussi une sélection de bouteilles de jus frais, de champagnes et d’autres boissons.

Quels types de produits proposez-vous en plus des plats ?

En complément de nos délicieux plats congolais, nous mettons à votre disposition une gamme de boissons pour accompagner vos repas ou pour toute occasion spéciale. Vous trouverez des jus naturels préparés à partir de fruits frais locaux, des champagnes et vins pour célébrer vos moments importants, ainsi que des boissons gazeuses et de l’eau minérale.

Quels sont les modes de paiement que vous acceptez ?

Pour votre commodité, nous acceptons plusieurs modes de paiement. Vous pouvez régler directement en ligne via carte bancaire ou Mobile Money. Si vous préférez, le paiement à la livraison en espèces ou par Mobile Money est également possible.

Combien de temps faut-il attendre pour la livraison ?

Nous nous engageons à vous livrer dans les meilleurs délais. En général, votre commande vous parviendra en 30 à 120 minutes, selon votre localisation à Goma ou à Kinshasa. Cependant, des imprévus comme les conditions météorologiques ou le trafic peuvent parfois influencer ce délai. Dans tous les cas, nous vous tiendrons informé de l’état de votre livraison.

Puis-je commander uniquement des boissons, sans plats ?

Bien sûr ! Vous avez la possibilité de commander uniquement des boissons, que ce soit pour une soirée entre amis, un événement spécial ou simplement pour vous faire plaisir. Notre section "Boissons" regorge d’options pour satisfaire tous vos besoins.

Picked for MLANGONI: 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/mlangoni

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

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

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