AI Visibility Scorecard
coding
codingkit.com · Technology
Borderline visible. AI bots can crawl coding, 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 2 times
Claude
#1,544,777 of 2,707,790 in Technology for AI visibility
5
AEO Visibility
iBorderline · 4.5/10
30
Muse Index Score
iAI agent readiness
Agent-ready · 30/100
4
AI Adoption
iBasic · 4/100
About coding
from our crawl and measurement
coding is a business whose own site puts it this way: "Coding is the process of writing instructions in a programming language that computers can understand and execute. It is a crucial part of computer programming." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.5 out of 10.
Our crawl found structured data on the page (WebPage, BreadcrumbList, WebSite), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Fair
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Good
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
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 4.5/10, coding is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
How long does it take to learn coding?
Learning to code can take anywhere from three months to a year, depending on factors like prior experience, dedication, and the specific programming languages you choose to learn.
What is coding?The Role of Coding in Computing: Explained?
This article introduces coding in computing, highlighting its essential role in modern technology.
How much time does it typically require to acquire coding skills?
The page outlines learning coding, focusing on skills, methods (degree, certification, self-teaching), coding terms, and tools. It stresses adaptability, problem-solving, and attention to detail, recommending Thinkful for structured learning. May 27, 2024
What Is Coding and How Does It Function?
Programming involves creating code for electronic devices using languages like Python. Coding gives instructions to computers to make programs that perform tasks. Learning can be tough at first, but practice helps. Python is a good starting language for beginners. May 13, 2024 Recent Posts
Why does ChatGPT request a phone number? Is it possible to chat without providing one?
ChatGPT needs a phone number for sign-up to prevent misuse. Providing a number verifies users and aids in account recovery. No phone number, no ChatGPT access, but online SMS services can help. Sharing a number is safe, but be cautious with personal info in chats.
Is this your brand?
The exact fixes for coding
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 coding.
Source & Attribution
Scored by Engagemii on September 3, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/codingkit
Cite this score: Engagemii (2026). "AEO Score for coding." Retrieved from https://engagemii.com/aeo/brands/codingkit
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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