AI visibility score
3.2/ 10Weak

▼ 0.8 since Jun 2026

#861,709 of 937,412 in Education

As of 2026-08-01 · Engagemii indexCheck another site →The index →

AI Visibility Scorecard

oko optics

oko optics

Unclaimed
⚠ Identity mismatch

jbumstead.com · Education

Borderline visible. AI bots can crawl oko optics, 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

#861,709 of 937,412 in Education for AI visibility

3

AEO Visibility

i

Near-invisible · 3.2/10

0

Muse Index Score

i

AI agent readiness

Not agent-ready · 0/100

0

AI Adoption

i

None detected · 0/100

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About oko optics

from our crawl and measurement

"Projects related to art, engineering, light, electronics, data science that are done by Jon Bumstead, a PhD student at Washington University in Saint Louis." That is how oko optics introduces itself. When AI engines look at it, they find little to work with. It scores 3.2 out of 10.

The page falls short on a clearly stated business identity, sitemaps and entity links AI can follow, structured data describing the business, a heading structure that lays out what it offers, credibility markers like credentials or reviews and the technical files AI engines look for, such as llms.txt or an open robots.txt.

Off the page, other sites link to it. 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, there is no press coverage to draw on, nobody is discussing it where AI engines look and it does not come up on Reddit. None of that can be fixed on the page: it has to be earned.

There is not much on the page to read either, about 20 words.

Industry · Education
Last scored · Aug 1, 2026

The 6 signals AI reads

Strong · Good · Fair · Weak

Structured Data

Weak

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

Weak

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

Weak

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

Good

Inbound links from other sites.

Domain Authority

Weak

Little domain authority yet.

Reference Presence

Weak

Not in AI knowledge graphs yet.

News & Press

Weak

No press coverage found yet.

Community

Weak

No community discussion yet.

Social Mentions

Weak

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 3.2/10, oko optics is crawlable but under-signaled - fixable, and the signals above are where to start.

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Picked for oko optics: How-To

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 1, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/jbumstead

Cite this score: Engagemii (2026). "AEO Score for oko optics." Retrieved from https://engagemii.com/aeo/brands/jbumstead

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

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