AI VISIBILITY SCOREAS OF 2026-09-21 · ENGAGEMII INDEX
4.0/ 10

▲ 0.2 since Sep 2026

#872,928 OF 1,393,425 IN FOOD & BEVERAGE

SCORED BY THE SAME PIPELINE AS 54M+ COMPANIES · SIX ON-PAGE SIGNALS + OFF-PAGE AUTHORITYCHECK ANOTHER SITE →THE INDEX →

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AI Visibility Scorecard

Café Vumba - Coffee from Mozambique

Café Vumba - Coffee from Mozambique

Unclaimed

cafevumba.com · Food & Beverage

Borderline visible. AI bots can crawl Café Vumba - Coffee from Mozambique, 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.

Monitoring for AI engine activity

In the Engagemii AEO index

#872,928 of 1,393,425 in Food & Beverage for AI visibility

4

AEO Visibility

i

Borderline · 4/10

40

Muse Index Score

i

AI agent readiness

Agent-ready · 40/100

0

AI Adoption

i

None detected · 0/100

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About Café Vumba - Coffee from Mozambique

from our crawl and measurement

Official Homepage is a business whose own site puts it this way: "At Café Vumba, we came together as farmers and a community to place Mozambique in the world's coffee origin map. Follow our journey as we develop this amazing project." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.0 out of 10.

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

Industry · Food & Beverage
Last scored · Sep 21, 2026

The 6 signals AI reads

Strong · Good · Fair · Weak

Structured Data

Good

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Fair

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

Good

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

Weak

No inbound links found yet.

Domain Authority

Weak

Little domain authority yet.

Reference Presence

Weak

Not in AI knowledge graphs yet.

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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 4/10, Café Vumba - Coffee from Mozambique is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for Café Vumba - Coffee from Mozambique: How-To

How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide

The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.

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Source & Attribution

Scored by Engagemii on September 21, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for Café Vumba - Coffee from Mozambique." Retrieved from https://engagemii.com/aeo/brands/cafevumba

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

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