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AI Visibility Scorecard
TBD Coffee Co
tbdcoffeeco.com · Nonprofits
Somewhat visible. AI bots can read TBD Coffee Co, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 6 times
Meta AI · Claude · Apple Intelligence
#48,575 of 783,493 in Nonprofits for AI visibility
6
AEO Visibility
iVisible · 6.1/10
10
Muse Index Score
iAI agent readiness
Basic · 10/100
0
AI Adoption
iNone detected · 0/100
About TBD Coffee Co
from our crawl and measurement
TBD Coffee Co, based in Los Angeles, CA, describes itself simply: "Our mission is to elevate your coffee experience with fresh-roasted, ethically-sourced beans packed with personality." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.1 out of 10, readable in places and missing in others.
Our crawl found an llms.txt file for AI models, a sitemap and a readable heading structure. It is missing structured data describing the business.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic) and Applebot (Siri).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
10
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
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
3
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 6.1/10, TBD Coffee Co has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for TBD Coffee Co
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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 August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/tbdcoffeeco
Cite this score: Engagemii (2026). "AEO Score for TBD Coffee Co." Retrieved from https://engagemii.com/aeo/brands/tbdcoffeeco
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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