AI Visibility Scorecard
The NonFunctional Dev
thenonfunctionaldev.com · Technology
Borderline visible. AI bots can crawl The NonFunctional Dev, 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 1 times
Claude
#1,602,271 of 2,704,950 in Technology for AI visibility
4
AEO Visibility
iBorderline · 4.4/10
10
Muse Index Score
iAI agent readiness
Basic · 10/100
0
AI Adoption
iNone detected · 0/100
About The NonFunctional Dev
from our crawl and measurement
The NonFunctional Dev is a business whose own site puts it this way: "They offer powerful abstractions that map database tables to in-memory objects, making it easier to perform data operations without writing raw SQL." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.4 out of 10.
Our crawl found an llms.txt file for AI models, a sitemap and a readable heading structure. It is missing structured data describing the business.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
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
Weak
Experience, Expertise, Authority, Trust markers.
Technical AEO
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
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 4.4/10, The NonFunctional Dev is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
What Should Stay and What Should Go: A Practical Guide for Refactoring Code?
Code Quality Let’s be honest: as developers, we’ve all written bad code at some point. Whether it’s due to deadlines, unclear requirements, or just oversight, code quality often suffers. Eventually, we’ll face the inevitable—going back to refactor or remove that bad code, which is especially true in startups where speed is preferred. (Deep breath—it’s normal.) This article […]Read More 9-3-2024
What does this ‘x’ mean?
Code Quality, My Stories In my early days as an Electronic engineering student, I started to create small algorithms in C++ to solve these little things, such as calculate the area of a triangle.
Is this your brand?
The exact fixes for The NonFunctional Dev
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for The NonFunctional Dev.
Source & Attribution
Scored by Engagemii on September 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/thenonfunctionaldev
Cite this score: Engagemii (2026). "AEO Score for The NonFunctional Dev." Retrieved from https://engagemii.com/aeo/brands/thenonfunctionaldev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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