AI Visibility Scorecard
CML Insight — AI Platform With LLM Agents for Evidence & Action
cmlinsight.com · Technology
Somewhat visible. AI bots can read CML Insight — AI Platform With LLM Agents for Evidence & Action, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Claude · Apple Intelligence · Meta AI
#464,408 of 2,705,580 in Technology for AI visibility
5
AEO Visibility
iBorderline · 5.4/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
14
AI Adoption
iBasic · 14/100
About CML Insight — AI Platform With LLM Agents for Evidence & Action
from our crawl and measurement
CML Insight AI Platform With LLM Agents for Evidence & Action is a business whose own site puts it this way: "AI Platform with LLM Agents for Evidence, Action, and Learning. Leverage your data with real-world evidence to drive business results." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.4 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (Organization, WebSite), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
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
Good
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
Good
Inbound links from other sites.
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 5.4/10, CML Insight — AI Platform With LLM Agents for Evidence & Action has a working base to build on - fixable, and the signals above are where to start.
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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 July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/cmlinsight
Cite this score: Engagemii (2026). "AEO Score for CML Insight — AI Platform With LLM Agents for Evidence & Action." Retrieved from https://engagemii.com/aeo/brands/cmlinsight
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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