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AI Visibility Scorecard
It Must Be Code!
itmustbecode.com · Technology
Somewhat visible. AI bots can read It Must Be Code!, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Claude · Apple Intelligence
#216,119 of 2,622,967 in Technology for AI visibility
6
/10
AEO Score
About It Must Be Code!
from our crawl and measurement
It Must Be Code! describes itself simply: "Verses and rants on Power Platform development by David Rivard." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.0 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (CollectionPage, BreadcrumbList, WebSite), a sitemap and a readable heading structure. It is missing an llms.txt file.
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
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
10
Clear headings and answer-style content.
Entity Clarity
7
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
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
8
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
9
Inbound links from other sites.
Domain Trust
2
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
0
No community discussion yet.
0
No Reddit mentions 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 6/10, It Must Be Code! has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for It Must Be Code!
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/itmustbecode
Cite this score: Engagemii (2026). "AEO Score for It Must Be Code!." Retrieved from https://engagemii.com/aeo/brands/itmustbecode
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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