AI visibility score
4.9/ 10Fair

#22,560 of 739,375 in E-commerce

As of 2026-08-01 · Engagemii indexCheck another site →Live terminal →

AI Visibility Scorecard

Master Chocolat

Master Chocolat

Unclaimed

masterchocolat.com · E-commerce

Borderline visible. AI bots can crawl Master Chocolat, 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.

AI engines read this profile 6 times

Claude · Meta AI · ShapBot

#22,560 of 739,375 in E-commerce for AI visibility

77

AI Naming Predictability

i

Named occasionally · 77/100

E-commerce average 18

Top 2% of E-commerce

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5

AEO Visibility

i

Borderline · 4.9/10

E-commerce average 4.0

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-

Network Authority

i

Not connected yet

0 relationships on record. Businesses in E-commerce average 9. Claim your page and Engagemii is your first.

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20

Muse Index Score

i

AI agent readiness

Transactable · 20/100

E-commerce average 27

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0

AI Adoption

i

None detected · 0/100

E-commerce average 0

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About Master Chocolat

from our crawl and measurement

Master Chocolat describes itself simply: "Order the finest chocolate made by Bernard Callebaut. Made in Calgary, shipped Canada-wide. An award winning chocolate manufacturer." When AI engines look at it, they find little to work with. It scores 4.9 out of 10.

On its own pages the site does well on a clear heading structure, a clearly stated business identity, crawler access and the files AI engines look for and sitemaps and entity links AI can follow. What holds it back is structured data describing the business and credibility markers like credentials or reviews.

Off the page, other sites link to it and it comes up on Reddit. There is some, but not much, sign that the domain is only lightly established. Beyond that, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on and nobody is discussing it where AI engines look. None of that can be fixed on the page: it has to be earned.

AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic). It does link out to several social profiles, which helps engines tie the brand together.

Company ·
Master Chocolat
Industry ·
E-commerce
Site status ·
Live (The website showed an active business site when last checked (Aug 26, 2026).)
Last scored ·
Aug 1, 2026

The 6 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

Strong

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.

Off-page authority

How the web signals your brand to AI

Backlinks

Strong

Inbound links from other sites.

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

Fair

Social discussion and mentions.

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 4.9/10, Master Chocolat is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for Master Chocolat: How-To

How to Get Your Company Named by ChatGPT, Gemini, and Claude

When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.

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Master Chocolat lists 239 products, 235 in stock, priced 0.00 to 595.00.

Show all 239 products

Machine-readable copy: the product feed (JSON).

Source & Attribution

Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology

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

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

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

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