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AI Visibility Scorecard
Collabora | Open Source Software Consulting
collabora.com · Technology
Somewhat visible. AI bots can read Collabora | Open Source Software Consulting, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 2 times
ChatGPT
#28,135 of 2,808,083 in Technology for AI visibility
7
/10
AEO Score
About Collabora | Open Source Software Consulting
from our crawl and measurement
"› Learn more OpenFirst Collabora + Flipper Opening up the RK3576 for the Flipper One!." That is how Collabora introduces itself. Measured against the twelve signals AI engines rely on, it scores 7.0 out of 10, a strong showing.
On its own pages the site does well on a clear heading structure and sitemaps and entity links AI can follow. It is passable on a few credibility markers. What holds it back is a clearly stated business identity, the technical files AI engines look for, such as llms.txt or an open robots.txt and structured data describing the business.
Off the page, other sites link to it, it turns up in press coverage, 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.
It does link out to several social profiles, which helps engines tie the brand together.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
5
Experience, Expertise, Authority, Trust markers.
Technical AEO
4
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
7
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
6
Press and news coverage.
Community
9
Forum and community discussion.
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 7/10, Collabora | Open Source Software Consulting 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/collabora
Cite this score: Engagemii (2026). "AEO Score for Collabora | Open Source Software Consulting." Retrieved from https://engagemii.com/aeo/brands/collabora
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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