#862,094 OF 2,693,825 IN TECHNOLOGY
SCORE HISTORY BEGINS 2026-07-09
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AI Visibility Scorecard
Modular: Inference from Kernel to Cloud
modular-staging.com · Technology
Borderline visible. AI bots can crawl Modular: Inference from Kernel to Cloud, 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.
AI engines read this profile 1 times
Claude
#862,094 of 2,693,825 in Technology for AI visibility
5
AEO Visibility
iBorderline · 5/10
30
Muse Index Score
iAI agent readiness
Agent-ready · 30/100
19
AI Adoption
iBasic · 19/100
About Modular: Inference from Kernel to Cloud
from our crawl and measurement
Modular: Inference from Kernel to Cloud describes itself simply: "The unified AI inference stack - from custom GPU kernels to production cloud serving on NVIDIA and AMD. 2x performance. Top open models. Open source stack." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.6 out of 10.
Our crawl found structured data on the page (Organization, WebSite, WebPage), an llms.txt file for AI models and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
10
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
6
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
8
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
1
Press and news coverage.
Community
0
No community discussion yet.
Social Mentions
0
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 5/10, Modular: Inference from Kernel to Cloud is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Modular: Inference from Kernel to Cloud
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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 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/modular-staging
Cite this score: Engagemii (2026). "AEO Score for Modular: Inference from Kernel to Cloud." Retrieved from https://engagemii.com/aeo/brands/modular-staging
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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