AI Visibility Scorecard
hackyengineering.com
hackyengineering.com · E-commerce
Somewhat visible. AI bots can read hackyengineering.com, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Meta AI · Claude
#160,059 of 738,283 in E-commerce for AI visibility
5
AEO Visibility
iBorderline · 5.3/10
65
Muse Index Score
iAI agent readiness
Transactable · 65/100
0
AI Adoption
iNone detected · 0/100
About hackyengineering.com
from our crawl and measurement
Hacky Labs describes itself simply: "Get Computer Engineering for Babies, Big Babies, and Simple Machines Made Simple all at the same time! This is a pre-order." Its AI visibility score is 5.3 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found structured data on the page (Product, FAQPage), an llms.txt file for AI models and a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
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
Strong
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
Sitemaps and entity links AI can follow.
Off-page authority
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 actually read your site and cite it in answers. Roughly two-thirds of sites are invisible to them. At 5.3/10, hackyengineering.com has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
COME UP WITH THIS?
When my oldest was a year old, he would demand that I hold him in the air so he could flip the light switches. Each time he flipped the switch, he would jerk his head around to check the room and confirm that the lights had successfully toggled.
Is this your brand?
The exact fixes for hackyengineering.com
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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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hackyengineering.com lists 10 products, 9 in stock, priced 0.00 to 85.00.
Source & Attribution
Scored by Engagemii on August 20, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/hackyengineering
Cite this score: Engagemii (2026). "AEO Score for hackyengineering.com." Retrieved from https://engagemii.com/aeo/brands/hackyengineering
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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