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AI Visibility Scorecard

Linear Algebra Done Right

Linear Algebra Done Right

Unclaimed

linear.axler.net · Education

Somewhat visible. AI bots can read Linear Algebra Done Right, but it is missing the structured signals that push citation rate above competitors.

AI engines read this profile 2 times

Claude · Amazon Alexa

#20,785 of 902,029 in Education for AI visibility

6.8

/10

AEO Score

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About Linear Algebra Done Right

from our crawl and measurement

Linear Algebra Done Right describes itself simply: "Linear Algebra Done Right Sheldon Axler The fourth and most recent edition of Linear Algebra Done Right is an Open Access book available in English, Chinese, Greek, Farsi, and Portuguese." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.8 out of 10, readable in places and missing in others.

On the page itself the strengths are clear: a clear heading structure. It is passable on partial sitemap and link coverage. What holds it back is credibility markers like credentials or reviews, the technical files AI engines look for, such as llms.txt or an open robots.txt, structured data describing the business and a clearly stated business identity.

Away from its own site, other sites link to it, 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. Beyond that, AI engines do not yet recognise it as a distinct business and there is no press coverage to draw on.

AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic) and AmazonBot (Alexa AI).

Industry · Education
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

7

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

4

Experience, Expertise, Authority, Trust markers.

Technical AEO

4

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

10

Inbound links from other sites.

Domain Trust

4

Established authority for your domain.

Entity Presence

0

Not in AI knowledge graphs yet.

News Mentions

0

No press coverage found yet.

Community

8

Forum and community discussion.

Reddit

7

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, Linear Algebra Done Right has a working base to build on - fixable, and the signals above are where to start.

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Weekly ChatGPT & Claude citation tracking

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Picked for Linear Algebra Done Right: AEO & AI Search

The AEO Checklist Every Small Business Owner Needs Right Now

Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.

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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/linear-axler-net

Cite this score: Engagemii (2026). "AEO Score for Linear Algebra Done Right." Retrieved from https://engagemii.com/aeo/brands/linear-axler-net

Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.

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