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AI Visibility Scorecard
Manuscript Coffee
manuscriptcoffee.com · E-commerce
Somewhat visible. AI bots can read Manuscript Coffee, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
Claude · Meta AI
#144,316 of 656,689 in E-commerce for AI visibility
5.3
/10
AEO Score
About Manuscript Coffee
from our crawl and measurement
Manuscript Coffee is a business whose own site puts it this way: "Manuscript Coffee is a collective of passionate coffee lovers from Laurel, Mississippi. We're committed to sourcing and roasting amazing specialty coffees, telling the story of those." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.3 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (Organization, WebSite), an llms.txt file for AI models and a sitemap. It is missing a heading structure that lays out what it offers.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
9
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
7
Inbound links from other sites.
Domain Authority
1
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 5.3/10, Manuscript Coffee has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Manuscript Coffee
Which AI engines already crawl you
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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 August 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/manuscriptcoffee
Cite this score: Engagemii (2026). "AEO Score for Manuscript Coffee." Retrieved from https://engagemii.com/aeo/brands/manuscriptcoffee
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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