AI Visibility Scorecard
ML Insights
mlinsights.com · Technology
Somewhat visible. AI bots can read ML Insights, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#846,372 of 2,707,519 in Technology for AI visibility
5
AEO Visibility
iBorderline · 5.1/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
14
AI Adoption
iBasic · 14/100
About ML Insights
from our crawl and measurement
"ML Insights, Advisory, architecture and software for the agentic economy. AI, blockchain, and autonomous transactions." That is how ML Insights of Zug introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.1 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (Organization), a sitemap and a readable heading structure. It is missing an llms.txt file.
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
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
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 5.1/10, ML Insights has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
Building at the intersection?
Whether you’re architecting API-first infrastructure, exploring blockchain settlement, or navigating the emerging machine economy — let’s talk. Start a conversation Advisory, architecture and software at the convergence of AI, blockchain, and the emerging machine economy. Based in Zug, Switzerland.
Is this your brand?
The exact fixes for ML Insights
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for ML Insights.
Source & Attribution
Scored by Engagemii on August 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mlinsights
Cite this score: Engagemii (2026). "AEO Score for ML Insights." Retrieved from https://engagemii.com/aeo/brands/mlinsights
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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