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AI Visibility Scorecard
A Suffusion of Coffee
thejacklawson.com · Technology
Somewhat visible. AI bots can read A Suffusion of Coffee, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#180,951 of 2,652,569 in Technology for AI visibility
6.1
/10
AEO Score
About A Suffusion of Coffee
from our crawl and measurement
A Suffusion of Coffee is a business whose own site puts it this way: "~/ archive presentations about twitter github Recent Posts A Modern Reddit Frontend Note, before you read this wall of text: this is part one of two." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.1 out of 10, readable in places and missing in others.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
4
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
9
Inbound links from other sites.
Domain Authority
4
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
5
Forum and community discussion.
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 6.1/10, A Suffusion of Coffee has a working base to build on - fixable, and the signals above are where to start.
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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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Source & Attribution
Scored by Engagemii on August 10, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/thejacklawson
Cite this score: Engagemii (2026). "AEO Score for A Suffusion of Coffee." Retrieved from https://engagemii.com/aeo/brands/thejacklawson
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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