AI visibility score
6.6/ 10Good

▲ 0.6 since Jun 2026

#4,595 of 1,394,000 in Food & Beverage

As of 2026-07-31 · Engagemii indexCheck another site →The index →

AI Visibility Scorecard

Federation Artisan Chocolate

Federation Artisan Chocolate

Unclaimed

federationchocolate.com · Food & Beverage

Somewhat visible. AI bots can read Federation Artisan Chocolate, but it is missing the structured signals that push citation rate above competitors.

AI engines read this profile 14 times

Claude · Meta AI · Apple Intelligence · ShapBot

#4,595 of 1,394,000 in Food & Beverage for AI visibility

98

AI Naming Predictability

i

AI names companies like this · 98/100

7

AEO Visibility

i

Visible · 6.6/10

50

Muse Index Score

i

AI agent readiness

Transactable · 50/100

0

AI Adoption

i

None detected · 0/100

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About Federation Artisan Chocolate

from our crawl and measurement

Federation Artisan Chocolate describes itself simply: "Indulge in Tasmanian chocolate heaven. Visit our Hobart factory for tastings & experiences, + vegan & gluten-free bean-to-bar delights." Its AI visibility score is 6.6 out of 10: the engines can find it, but they do not have much to hold on to.

Our crawl found structured data on the page (Organization, WebSite), an llms.txt file for AI models and a sitemap.

AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).

Industry · Food & Beverage
Last scored · Jul 31, 2026

The 6 signals AI reads

Strong · Good · Fair · Weak

Structured Data

Fair

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Strong

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

Fair

Experience, Expertise, Authority, Trust markers.

Technical AEO

Strong

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

Strong

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

Fair

Established authority for your domain.

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 6.6/10, Federation Artisan Chocolate has a working base to build on - fixable, and the signals above are where to start.

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Picked for Federation Artisan Chocolate: AEO & AI Search

The AEO Checklist Every Small Business Owner Needs Right Now

Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.

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Federation Artisan Chocolate lists 82 products, 80 in stock, priced 0.00 to 106.00.

Show all 82 products

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

Source & Attribution

Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for Federation Artisan Chocolate." Retrieved from https://engagemii.com/aeo/brands/federationchocolate

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

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