AI Visibility Scorecard
Machine Ethics's blog
machineethics.tech · Technology
Borderline visible. AI bots can crawl Machine Ethics's blog, 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
#2,231,028 of 2,707,520 in Technology for AI visibility
3
AEO Visibility
iNear-invisible · 3.2/10
5
Muse Index Score
iAI agent readiness
Basic · 5/100
0
AI Adoption
iNone detected · 0/100
About Machine Ethics's blog
from our crawl and measurement
Machine Ethics's blog describes itself simply: "Experiments 8 Apr 2025 Pruned early-bird subnetworks in Transformers reduce memory by up to 49% and maintain performance, validating a faster training strategy across ViT, and GPT-2." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.2 out of 10.
Our crawl found a sitemap and a readable heading structure. It is missing structured data describing the business and an llms.txt file.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
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
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
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 3.2/10, Machine Ethics's blog is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Who Made ELIZA Possible?
11 Sept 2024 This paper acknowledges the key contributors in the development of ELIZA, including the significant support from MIT Archivists and research team members.
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The exact fixes for Machine Ethics's blog
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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Source & Attribution
Scored by Engagemii on October 3, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/machineethics-tech
Cite this score: Engagemii (2026). "AEO Score for Machine Ethics's blog." Retrieved from https://engagemii.com/aeo/brands/machineethics-tech
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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