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AI Visibility Scorecard

Code With Rigor

Name: Code With Rigor - AI Visibility Score
Creator: Engagemii
Published: 2026-08-09T09:18:02.474Z
License: https://creativecommons.org/licenses/by/4.0/

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codewithrigor.com · Technology

Borderline visible. AI bots can crawl Code With Rigor, 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.

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Monitoring for AI engine activity

In the Engagemii AEO index

#1,993,278 of 2,787,819 in Technology for AI visibility

/10

AEO Score

About Code With Rigor

from our crawl and measurement

Code With Rigor describes itself simply: "AI-assisted development done right. We teach the missing skill: judgment." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.8 out of 10.

Our crawl found structured data on the page (Organization, WebSite) and a readable heading structure. It is missing an llms.txt file and a sitemap.

Industry · Technology

Last scored · Aug 9, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Clear headings and answer-style content.

Entity Clarity

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

Experience, Expertise, Authority, Trust markers.

Technical AEO

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

Inbound links from other sites.

Domain Trust

Little domain authority yet.

Entity Presence

Not in AI knowledge graphs yet.

News Mentions

No press coverage found yet.

Community

No community discussion yet.

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 4/10, Code With Rigor is crawlable but under-signaled - fixable, and the signals above are where to start.

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The exact fixes for Code With Rigor

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Weekly ChatGPT & Claude citation tracking

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From the blog

Which AI is actually reading your website?→Why your brand doesn't show up in ChatGPT answers→The complete AEO checklist for small business→What is AEO? The beginner's guide→See all posts→

Picked for Code With Rigor: Tech & Electronics

Tech Shoppers Do More Research Than Anyone. Are You There When They're Looking?

Tech buyers are the most research-intensive shoppers on the internet.

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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/codewithrigor

Cite this score: Engagemii (2026). "AEO Score for Code With Rigor." Retrieved from https://engagemii.com/aeo/brands/codewithrigor

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.