AI Visibility Scorecard
MLCommons
mlperf.org · Technology
Somewhat visible. AI bots can read MLCommons, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#464,409 of 2,705,581 in Technology for AI visibility
5
AEO Visibility
iBorderline · 5.4/10
0
Muse Index Score
iAI agent readiness
Basic · 0/100
6
AI Adoption
iBasic · 6/100
About MLCommons
from our crawl and measurement
MLCommons describes itself simply: "MLCommons ML benchmarks help balance the benefits and risks of AI through quantitative tools that guide responsible AI development." Its AI visibility score is 5.4 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 (WebPage, ImageObject, BreadcrumbList) and a readable heading structure. It is missing an llms.txt file and a sitemap.
The 6 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
Good
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.
Off-page authority
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
Domain Authority
Fair
Established authority for your domain.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Fair
Forum and community discussion.
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, MLCommons has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for MLCommons
Which AI engines already crawl you
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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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Source & Attribution
Scored by Engagemii on August 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/mlperf-org
Cite this score: Engagemii (2026). "AEO Score for MLCommons." Retrieved from https://engagemii.com/aeo/brands/mlperf-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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