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AI Visibility Scorecard
Roast! West Coast
roastwestcoast.substack.com · Media & Entertainment
Somewhat visible. AI bots can read Roast! West Coast, but it is missing the structured signals that push citation rate above competitors.
Monitoring for AI engine activity
In the Engagemii AEO index
#21,543 of 1,894,370 in Media & Entertainment for AI visibility
6.8
/10
AEO Score
About Roast! West Coast
from our crawl and measurement
"Coffee connects all corners of the world. The Roast! West Coast coffee network offers this newsletter to uplift the craft of coffee and the inspiring, oft uplifting, stories of...." That is how Roast! West Coast introduces itself. Its AI visibility score is 6.7 out of 10: the engines can find it, but they do not have much to hold on to.
The site gets some of it right: it has a sitemap. What holds it back is what is absent, including structured data describing the business, an llms.txt file, a heading structure that lays out what it offers.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
2
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
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
2
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
8
Established authority for your domain.
Reference Presence
10
Recognized in AI knowledge graphs.
News & Press
10
Press and news coverage.
Community
10
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 6.8/10, Roast! West Coast has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Roast! West Coast
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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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Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/roastwestcoast-substack
Cite this score: Engagemii (2026). "AEO Score for Roast! West Coast." Retrieved from https://engagemii.com/aeo/brands/roastwestcoast-substack
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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