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AI Visibility Scorecard
Ryan Koch
ryanakoch.com · Media & Entertainment
At 1/10, Ryan Koch is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
AI engines read this profile 3 times
Claude · Apple Intelligence
#1,887,624 of 1,898,199 in Media & Entertainment for AI visibility
1
/10
AEO Score
About Ryan Koch
from our crawl and measurement
"[~/]$ About Me | Writing | Podcast | Mailing List | Work With Me ~ Advocate, builder, & leader at the intersection of tech and civic good." That is how Ryan Koch introduces itself. To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 1.0 out of 10.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited 3 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
0
Clear headings and answer-style content.
Entity Clarity
2
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
1
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
0
Little domain authority yet.
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 1/10, Ryan Koch is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Ryan Koch
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Source & Attribution
Scored by Engagemii on August 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/ryanakoch
Cite this score: Engagemii (2026). "AEO Score for Ryan Koch." Retrieved from https://engagemii.com/aeo/brands/ryanakoch
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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