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AI Visibility Scorecard

tinygrad: A simple and powerful neural network framework

tinygrad: A simple and powerful neural network framework

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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 1 times

Claude

#46,937 of 2,810,206 in Technology for AI visibility

6.8

/10

AEO Score

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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 6.8 out of 10: the engines can find it, but they do not have much to hold on to.

On the page it is passable on a workable page structure. What holds it back is the technical files AI engines look for, such as llms.txt or an open robots.txt, sitemaps and entity links AI can follow, structured data describing the business, a clearly stated business identity and credibility markers like credentials or reviews.

Off the page, other sites link to it, AI engines recognise it as a distinct business, people discuss it in places AI engines read and it comes up on Reddit. There is some, but not much, sign that the domain is only lightly established and press coverage is thin.

AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).

Industry · Technology
Last scored · Aug 1, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

1

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

5

Clear headings and answer-style content.

Entity Clarity

2

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

1

Experience, Expertise, Authority, Trust markers.

Technical AEO

4

robots.txt, llms.txt, and AI-bot crawl access.

AI Discoverability

4

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

10

Inbound links from other sites.

Domain Trust

4

Established authority for your domain.

Entity Presence

10

Recognized in AI knowledge graphs.

News Mentions

1

Press and news coverage.

Community

8

Forum and community discussion.

Reddit

6

Reddit mentions and discussion.

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 6.8/10, 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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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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