AI VISIBILITY SCOREAS OF 2026-09-02 · ENGAGEMII INDEX
5.1/ 10

#757,474 OF 2,696,960 IN TECHNOLOGY

SCORED BY THE SAME PIPELINE AS 54M+ COMPANIES · SIX ON-PAGE SIGNALS + OFF-PAGE AUTHORITYCHECK ANOTHER SITE →THE INDEX →

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AI Visibility Scorecard

COD3R LAB

COD3R LAB

Unclaimed

cod3rlab.com · Technology

Somewhat visible. AI bots can read COD3R LAB, but it is missing the structured signals that push citation rate above competitors.

AI engines read this profile 1 times

Claude

#757,474 of 2,696,960 in Technology for AI visibility

5

AEO Visibility

i

Borderline · 5.1/10

40

Muse Index Score

i

AI agent readiness

Agent-ready · 40/100

4

AI Adoption

i

Basic · 4/100

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About COD3R LAB

from our crawl and measurement

"Workflow automation for Malaysian SMEs. Map before you automate. We understand your work before we introduce new tools." That is how COD3R LAB: map before you automate introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.9 out of 10.

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

Industry · Technology
Last scored · Sep 2, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

6

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

10

Clear headings and answer-style content.

Entity Clarity

9

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

4

Experience, Expertise, Authority, Trust markers.

Technical AEO

10

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

1

Inbound links from other sites.

Domain Authority

0

Little domain authority yet.

Reference Presence

0

Not in AI knowledge graphs yet.

News & Press

0

No press coverage found yet.

Community

0

No community discussion yet.

Social Mentions

0

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 5.1/10, COD3R LAB has a working base to build on - fixable, and the signals above are where to start.

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Picked for COD3R LAB: How-To

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 September 2, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/cod3rlab

Cite this score: Engagemii (2026). "AEO Score for COD3R LAB." Retrieved from https://engagemii.com/aeo/brands/cod3rlab

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

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