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AI Visibility Scorecard

COBA

COBA

Unclaimed

openbioimageanalysis.org · Technology

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

AI engines read this profile 2 times

Claude

#606,209 of 2,629,032 in Technology for AI visibility

5.3

/10

AEO Score

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About COBA

from our crawl and measurement

COBA is a business whose own site puts it this way: "Quantitative image analysis has become an indispensable tool for biologists using microscopy throughout basic biological and biomedical research." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.3 out of 10, readable in places and missing in others.

The site is missing structured data describing the business, an llms.txt file and a sitemap.

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

Industry · Technology
Last scored · Aug 9, 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

5

How clearly your brand identity reads to AI.

E-E-A-T Signals

Experience, Expertise, Authority, Trust

2

Experience, Expertise, Authority, Trust markers.

Technical AEO

6

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

9

Inbound links from other sites.

Domain Trust

3

Established authority for your domain.

Entity Presence

0

Not in AI knowledge graphs yet.

News Mentions

0

No press coverage found yet.

Community

0

No community discussion yet.

Reddit

0

No Reddit mentions 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 5.3/10, COBA has a working base to build on - fixable, and the signals above are where to start.

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The exact fixes for COBA

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for COBA: 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 9, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/openbioimageanalysis-org

Cite this score: Engagemii (2026). "AEO Score for COBA." Retrieved from https://engagemii.com/aeo/brands/openbioimageanalysis-org

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

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