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AI Visibility Scorecard

zech.sh

zech.sh

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zech.codes · Technology

Borderline visible. AI bots can crawl zech.sh, 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.

Monitoring for AI engine activity

In the Engagemii AEO index

#1,831,170 of 2,827,811 in Technology for AI visibility

4.3

/10

AEO Score

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About zech.sh

from our crawl and measurement

"Zech Zimmerman builds software. Twenty years of it, most in the margins of an ordinary day. Creator of Bevy, Skrift, and the 13,000-member Smarter Dev community." That is how zech.sh introduces itself. When AI engines look at it, they find little to work with. It scores 4.3 out of 10.

On its own pages the site does well on a clear heading structure and crawler access and the files AI engines look for. It is passable on a partly stated business identity. What holds it back is sitemaps and entity links AI can follow, structured data describing the business and credibility markers like credentials or reviews.

Off the page there is only faint evidence that the domain is only lightly established and there is little discussion of it. Beyond that, almost no other sites link to it, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.

The site links to no social profiles, so there is nothing tying the brand to a wider presence.

Industry · Technology
Last scored · Aug 1, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

7

Clear headings and answer-style content.

Entity Clarity

5

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

2

Experience, Expertise, Authority, Trust markers.

Technical AEO

7

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

AI Discoverability

3

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

0

No inbound links found yet.

Domain Trust

2

Established authority for your domain.

Entity Presence

0

Not in AI knowledge graphs yet.

News Mentions

0

No press coverage found yet.

Community

4

Forum and community discussion.

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 4.3/10, zech.sh is crawlable but under-signaled - fixable, and the signals above are where to start.

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Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for zech.sh: Tech & Electronics

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Source & Attribution

Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/zech-codes

Cite this score: Engagemii (2026). "AEO Score for zech.sh." Retrieved from https://engagemii.com/aeo/brands/zech-codes

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

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