AI visibility score
3.5/ 10Weak

#1,918,529 of 2,704,098 in Technology

As of 2026-10-17 · Engagemii indexCheck another site →Live terminal →

AI Visibility Scorecard

Development Hut

Development Hut

Unclaimed

developmenthut.com · Technology

Borderline visible. AI bots can crawl Development Hut, 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

#1,918,529 of 2,704,098 in Technology for AI visibility

19

AI Naming Predictability

i

Rarely named · 19/100

Technology average 28

Top 49% of Technology

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3.5

AEO Visibility

i

Near-invisible · 3.5/10

Technology average 4.4

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-

Network Authority

i

Not connected yet

0 relationships on record. Businesses in Technology average 4. Claim your page and Engagemii is your first.

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25

Muse Index Score

i

AI agent readiness

Basic · 25/100

Technology average 17

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12

AI Adoption

i

Basic · 12/100

Technology average 2

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About Development Hut

from our crawl and measurement

Development Hut describes itself simply: "Development Hut is a practical guide to AI agents, vibe coding, models, video, audio, YouTube workflows, and business automation." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.5 out of 10.

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

AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).

Company ·
Development Hut
Industry ·
Technology
Site status ·
Live (The website showed an active business site when last checked (Oct 31, 2026).)
Last scored ·
Oct 17, 2026

The 6 on-page signals AI reads

Strong · Good · Fair · Weak

Structured Data

Weak

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Strong

Clear headings and answer-style content.

Entity Clarity

Fair

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

Good

Sitemaps and entity links AI can follow.

The 6 off-page signals AI reads

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 read your site and name it in answers. At 3.5/10, Development Hut is crawlable but under-signaled - fixable, and the signals above are where to start.

Frequently Asked Questions

How to use this page?

Development Hut is a practical guide to AI agents, vibe coding, models, video, audio, YouTube workflows, and business automation. Use it as a decision aid, not as a substitute for checking the current official product documentation.

What to verify before you commit?

Official details to verify: current pricing, availability, account requirements, limits, and data-handling policy. Check whether the tool needs access to private files, repositories, messages, calendars, customer records, or production deployment settings. Confirm that exports, logs, version history, or rollback options exist before using the tool for important work.

Who should slow down here?

This page is most useful for A solo builder deciding which AI tools deserve time this week. Slow down when the workflow needs private data, paid plans, production access, customer communication, or a change that would be annoying to reverse.

What to record after testing?

After the first test, write down the setup time, the quality of the output, the manual review needed, any confusing permissions, and the exact reason you would keep or reject the tool. Those notes are more useful than a generic star rating because they preserve the practical tradeoff for the next reader or future workflow.

Is this your brand?

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The exact fixes for Development Hut

✓

Which AI engines already crawl you

✓

Free AI bot monitoring: see every AI crawler that visits you

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Picked for Development Hut: How-To

How to Get Your Company Named by ChatGPT, Gemini, and Claude

When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.

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Source & Attribution

Scored by Engagemii on October 17, 2026. Methodology: engagemii.com/aeo/methodology

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

Cite this score: Engagemii (2026). "AEO Score for Development Hut." Retrieved from https://engagemii.com/aeo/brands/developmenthut

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

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