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AI Visibility Scorecard
The Pickwick Protocols
bymitch.com · Technology
Somewhat visible. AI bots can read The Pickwick Protocols, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 4 times
Claude · Meta AI
#311,149 of 2,641,175 in Technology for AI visibility
5.8
/10
AEO Score
About The Pickwick Protocols
from our crawl and measurement
"The Pickwick Protocols github Andrew Mitchell I'm a software engineer that uses this space for random thoughts and projects." That is how The Pickwick Protocols introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.8 out of 10, readable in places and missing in others.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
AI crawlers have visited 4 times in our tracking, including ClaudeBot (Anthropic) and Meta AI.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
2
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
4
Clear headings and answer-style content.
Entity Clarity
4
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
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
4
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
8
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
7
Forum and community discussion.
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 5.8/10, The Pickwick Protocols has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for The Pickwick Protocols
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/bymitch
Cite this score: Engagemii (2026). "AEO Score for The Pickwick Protocols." Retrieved from https://engagemii.com/aeo/brands/bymitch
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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