AI Visibility Scorecard
Tokenminning — The Manifesto
tokenminning.com · Professional Services
Borderline visible. AI bots can crawl Tokenminning — The Manifesto, but the structured-data signals are thin - you are at real risk of being skipped when buyers ask ChatGPT, Claude, or Perplexity for a recommendation.
AI engines read this profile 2 times
Claude
#133,071 of 528,058 in Professional Services for AI visibility
<1
4
AEO Visibility
iBorderline · 4/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
14
AI Adoption
iBasic · 14/100
About Tokenminning — The Manifesto
from our crawl and measurement
Tokenminning The Manifesto describes itself simply: "A founding document for engineers, architects, and leaders who believe that every token has a cost, and that better tokens beat more tokens." When AI engines look at it, they find little to work with. It scores 4.0 out of 10.
Under the hood there is an llms.txt file for AI models and a readable heading structure, but the score is capped by what is missing: structured data describing the business, a sitemap.
Our monitoring has logged one AI crawler visit here: the engines come, the question is what they find.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Fair
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
Good
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Weak
Little domain authority yet.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Fair
Forum and community discussion.
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 4/10, Tokenminning — The Manifesto is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What Is Tokenminning?
2.1 The Core PrincipleTokenminning is the discipline of achieving the intended outcome with the minimum viable token expenditure — in input, in reasoning, and in output.The minimum viable expenditure is not zero. It is not the fewest tokens that produce any output — it is the fewest tokens that produce the correct output at the required quality level. The distinction matters.
Who Should Care, and Why?
6.1 The CEOThe AI strategy your organization articulated in 2023 was built on cost assumptions that are being revised in real time, in ways that most strategic plans have not accounted for. Inference costs are not a technical detail.
Is this your brand?
The exact fixes for Tokenminning — The Manifesto
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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Source & Attribution
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/tokenminning
Cite this score: Engagemii (2026). "AEO Score for Tokenminning — The Manifesto." Retrieved from https://engagemii.com/aeo/brands/tokenminning
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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