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AI Visibility Scorecard
Build Frontier LLMs
buildfrontierllms.com · Education
Borderline visible. AI bots can crawl Build Frontier LLMs, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#705,818 of 915,522 in Education for AI visibility
4
AEO Visibility
iNear-invisible · 3.7/10
55
Muse Index Score
iAI agent readiness
Transactable · 55/100
6
AI Adoption
iBasic · 6/100
About Build Frontier LLMs
from our crawl and measurement
Build a Frontier-Class LLM From Scratch DeepSeek 7B & 67B in pure PyTorch describes itself simply: "Implement DeepSeek 7B and 67B from scratch in pure PyTorch, attention, rotary position embeddings (RoPE), RMS normalization, and the SwiGLU feed-forward network, and assemble them into a." When AI engines look at it, they find little to work with. It scores 3.7 out of 10.
Our crawl found structured data on the page (Course, WebSite) and a readable heading structure. It is missing an llms.txt file and a sitemap.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
9
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
3
Experience, Expertise, Authority, Trust markers.
Technical AEO
6
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
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
0
No press coverage found yet.
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 3.7/10, Build Frontier LLMs is crawlable but under-signaled - 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
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 September 19, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/buildfrontierllms
Cite this score: Engagemii (2026). "AEO Score for Build Frontier LLMs." Retrieved from https://engagemii.com/aeo/brands/buildfrontierllms
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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