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AI Visibility Scorecard

KD3F :: Coding stuff that does stuff

KD3F :: Coding stuff that does stuff

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kd3f.com Β· Other

At 0.8/10, KD3F :: Coding stuff that does stuff is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.

Monitoring for AI engine activity

In the Engagemii AEO index

0.8

/10

AEO Score

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About KD3F :: Coding stuff that does stuff

from our crawl and measurement

KD3F:: Coding stuff that does stuff is in our directory. To AI engines like ChatGPT and Perplexity it is close to invisible, scoring 0.5 out of 10.

The site is missing structured data describing the business, an llms.txt file and a sitemap.

Industry Β· Other
Last scored Β· Aug 8, 2026

The 6 signals AI reads

Higher is better Β· 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

0

Clear headings and answer-style content.

Entity Clarity

1

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

0

Experience, Expertise, Authority, Trust markers.

Technical AEO

1

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

AI Discoverability

1

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 Trust

0

Little domain authority yet.

Entity Presence

0

Not in AI knowledge graphs yet.

News Mentions

0

No press coverage found yet.

Community

0

No community discussion yet.

Reddit

0

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 0.8/10, KD3F :: Coding stuff that does stuff is crawlable but under-signaled - fixable, and the signals above are where to start.

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Weekly ChatGPT & Claude citation tracking

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Picked for KD3F :: Coding stuff that does stuff: AEO & AI Search

Why your brand doesn't show up in ChatGPT answers (and how to fix it)

ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.

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Source & Attribution

Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/kd3f

Cite this score: Engagemii (2026). "AEO Score for KD3F :: Coding stuff that does stuff." Retrieved from https://engagemii.com/aeo/brands/kd3f

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

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