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AI Visibility Scorecard

ColaOS

ColaOS

Unclaimed

cola.app · Technology

At 2.4/10, ColaOS is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.

AI engines read this profile 5 times

Claude · Meta AI · Apple Intelligence

#2,451,039 of 2,641,190 in Technology for AI visibility

2.4

/10

AEO Score

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About ColaOS

from our crawl and measurement

"MarsWave builds ColaOS, also known as Cola, the first OS with soul. Cola lives on your computer, remembers you, and acts across your apps." That is how ColaOS introduces itself. Its AI visibility score is 5.0 out of 10: the engines can find it, but they do not have much to hold on to.

Our crawl found structured data on the page (Organization, WebSite, SoftwareApplication) and a sitemap. It is missing an llms.txt file and a heading structure that lays out what it offers.

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

Industry · Technology
Last scored · Aug 7, 2026

The 6 signals AI reads

Higher is better · 0-10

Structured Data

7

Organization / LocalBusiness JSON-LD that AI can read.

Content Structure

0

Clear headings and answer-style content.

Entity Clarity

6

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

4

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

AI Discoverability

3

Sitemaps and entity links AI can follow.

Off-page authority

How the web signals your brand to AI

Backlinks

1

Inbound links from other sites.

Domain Authority

0

Little domain authority yet.

Reference Presence

0

Not in AI knowledge graphs yet.

News & Press

0

No press coverage found yet.

Community

0

No community discussion yet.

Social Mentions

0

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 2.4/10, ColaOS is crawlable but under-signaled - fixable, and the signals above are where to start.

Is this your brand?

The exact fixes for ColaOS

Which AI engines already crawl you

Weekly ChatGPT & Claude citation tracking

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Picked for ColaOS: AEO & AI Search

Why your brand doesn't show up in ChatGPT answers (and how to fix it)

ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.

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Source & Attribution

Scored by Engagemii on August 7, 2026. Methodology: engagemii.com/aeo/methodology

Source URL: https://engagemii.com/aeo/brands/cola-app

Cite this score: Engagemii (2026). "AEO Score for ColaOS." Retrieved from https://engagemii.com/aeo/brands/cola-app

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

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