AI Visibility Scorecard
Derek Sivers
muckwork.com · Media & Entertainment
Borderline visible. AI bots can crawl Derek Sivers, 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 18 times
Meta AI · Claude · Apple Intelligence · Perplexity
#151,807 of 1,966,309 in Media & Entertainment for AI visibility
3
AI Naming Predictability
iRarely named · 3/100
More likely to be named than 93% of Media & Entertainment companies
5
AEO Visibility
iBorderline · 4.6/10
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. When AI engines look at it, they find little to work with. It scores 4.6 out of 10.
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 4.6/10, Derek Sivers is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for Derek Sivers
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
The search landscape has fundamentally shifted. While Google still dominates, millions of users now ask questions to ChatGPT, Gemini, and Claude instead of typing into a search bar.
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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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