AI Visibility Scorecard
Derek Sivers
muckwork.com · Media & Entertainment
Somewhat visible. AI bots can read Derek Sivers, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 16 times
Meta AI · Claude · Apple Intelligence
#63,178 of 1,967,019 in Media & Entertainment for AI visibility
6
AEO Visibility
iVisible · 6.3/10
30
Muse Index Score
iAI agent readiness
Agent-ready · 30/100
0
AI Adoption
iNone detected · 0/100
About Derek Sivers
from our crawl and measurement
Derek Sivers is one of the businesses we track in the Media & Entertainment space. Its AI visibility score is 6.3 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (Person, WebSite) and a readable heading structure. It is missing an llms.txt file and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
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
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
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
Weak
No community discussion yet.
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 6.3/10, Derek Sivers has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Derek Sivers
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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 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/muckwork
Cite this score: Engagemii (2026). "AEO Score for Derek Sivers." Retrieved from https://engagemii.com/aeo/brands/muckwork
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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