AI Visibility Scorecard
tinygrad: A simple and powerful neural network framework
tinygrad.org · Technology
Somewhat visible. AI bots can read tinygrad: A simple and powerful neural network framework, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 5 times
Claude · Meta AI · Apple Intelligence
#269,391 of 2,705,580 in Technology for AI visibility
6
AEO Visibility
iBorderline · 5.7/10
10
Muse Index Score
iAI agent readiness
Transactable · 10/100
2
AI Adoption
iBasic · 2/100
About tinygrad: A simple and powerful neural network framework
from our crawl and measurement
tinygrad: A simple and powerful neural network framework describes itself simply: "ReduceOps operate on one tensor and return a smaller tensor." Its AI visibility score is 5.7 out of 10: the engines can find it, but they do not have much to hold on to.
Under the hood there is a readable heading structure, but the score is capped by what is missing: structured data describing the business, an llms.txt file, a sitemap.
Our monitoring has logged 3 AI crawler visits here: the engines come, the question is what they find.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Fair
Clear headings and answer-style content.
Entity Clarity
Weak
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
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Fair
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
Reference Presence
Strong
Recognized in AI knowledge graphs.
News & Press
Weak
No press coverage found yet.
Community
Strong
Forum and community discussion.
Social Mentions
Good
Social discussion and mentions.
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 5.7/10, tinygrad: A simple and powerful neural network framework 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 August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/tinygrad-org
Cite this score: Engagemii (2026). "AEO Score for tinygrad: A simple and powerful neural network framework." Retrieved from https://engagemii.com/aeo/brands/tinygrad-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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