AI Visibility Scorecard
The Grumpy Programmer
bobpendleton.blog · Healthcare
Borderline visible. AI bots can crawl The Grumpy Programmer, 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 7 times
ChatGPT · Amazon Alexa · Claude · ShapBot
#634,254 of 924,420 in Healthcare for AI visibility
<1
4
AEO Visibility
iNear-invisible · 3.6/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About The Grumpy Programmer
from our crawl and measurement
The Grumpy Programmer describes itself simply: "The Grumpy Programmer Programming doesn't have to suck Mar 2, 2017 Arithmetic vs Reality: The Sawdust Principle I thought about calling this post The Sum is Less than the Whole." When AI engines look at it, they find little to work with. It scores 3.6 out of 10.
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 7 times in our tracking, including AmazonBot (Alexa AI), GPTBot (ChatGPT) and ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
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
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Weak
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
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 3.6/10, The Grumpy Programmer is crawlable but under-signaled - fixable, and the signals above are where to start.
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The exact fixes for The Grumpy Programmer
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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 October 26, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/bobpendleton-blog
Cite this score: Engagemii (2026). "AEO Score for The Grumpy Programmer." Retrieved from https://engagemii.com/aeo/brands/bobpendleton-blog
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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