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AI Visibility Scorecard
Arjay McCandless — system design, in the open
arjaythedev.com · Technology
Borderline visible. AI bots can crawl Arjay McCandless — system design, in the open, 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 5 times
Apple Intelligence · Claude
#2,016,281 of 2,650,536 in Technology for AI visibility
3.4
/10
AEO Score
About Arjay McCandless — system design, in the open
from our crawl and measurement
Arjay McCandless system design, in the open describes itself simply: "Arjay McCandless, software engineer and content creator. Essays, tools, and lead magnets about system design, shipping software, and building an audience." When AI engines look at it, they find little to work with. It scores 3.4 out of 10.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
6
Clear headings and answer-style content.
Entity Clarity
3
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
2
Experience, Expertise, Authority, Trust markers.
Technical AEO
5
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
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 3.4/10, Arjay McCandless — system design, in the open is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Arjay McCandless — system design, in the open
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 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/arjaythedev
Cite this score: Engagemii (2026). "AEO Score for Arjay McCandless — system design, in the open." Retrieved from https://engagemii.com/aeo/brands/arjaythedev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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