AI Visibility Scorecard
Lambda Class
commitllm.com · Technology
Somewhat visible. AI bots can read Lambda Class, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 3 times
Apple Intelligence · Claude · Meta AI
#667,173 of 2,706,057 in Technology for AI visibility
5
AEO Visibility
iBorderline · 5.2/10
30
Muse Index Score
iAI agent readiness
Basic · 30/100
4
AI Adoption
iBasic · 4/100
About Lambda Class
from our crawl and measurement
"A cryptographic commit-and-audit protocol for open-weight LLM inference. CommitLLM binds model identity, deployment configuration, decode policy, and the delivered answer into a receipt so." That is how CommitLLM introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.2 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (SoftwareSourceCode, ScholarlyArticle), an llms.txt file for AI models and a sitemap.
AI crawlers have visited 2 times in our tracking, including Applebot (Siri) and ClaudeBot (Anthropic).
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
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 5.2/10, Lambda Class has a working base to build on - fixable, and the signals above are where to start.
Frequently Asked Questions
What is verified, what is open?
Embedding, shell matmuls, bridges, decode, and all bindings are independently verified. Attention at arbitrary token positions is an open problem on stock GPU kernels.
Is this your brand?
The exact fixes for Lambda Class
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 Lambda Class.
Source & Attribution
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/commitllm
Cite this score: Engagemii (2026). "AEO Score for Lambda Class." Retrieved from https://engagemii.com/aeo/brands/commitllm
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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