AI Visibility Scorecard
coss.fi · Technology
Somewhat visible. AI bots can read COSS ry, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#846,367 of 2,707,520 in Technology for AI visibility
5
AEO Visibility
iBorderline · 5.1/10
35
Muse Index Score
iAI agent readiness
Agent-ready · 35/100
0
AI Adoption
iNone detected · 0/100
from our crawl and measurement
COSS.fi is a business whose own site puts it this way: "COSS ry edistää avoimen lähdekoodin ja avoimien teknologioiden hyödyntämistä niin yksityisellä kuin julkisellakin sektorilla." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.1 out of 10, readable in places, missing in others.
Almost none of the machinery AI engines read is present, including structured data describing the business, an llms.txt file, a sitemap.
Strong · Good · Fair · Weak
Structured Data
Good
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Good
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
Good
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Strong
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
Weak
No inbound links found yet.
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.
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 5.1/10, COSS ry has a working base to build on - fixable, and the signals above are where to start.
Kiinnostuitko?
Tilaa uutiskirjeemme ja saat kerran kuussa tietoa avoimen maailman ajankohtaisimmista ja kiinnostavimmista uutisista, blogeista ja tulevista tapahtumista suoraan sähköpostiisi. Please leave this field empty Olen tutustunut rekisteriselosteeseen ja hyväksyn ehdot.* Kiitos uutiskirjeen tilauksesta! Muista tarkistaa myös roskapostikansiosi vahvistaaksesi tilauksesi.
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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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Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/coss-fi
Cite this score: Engagemii (2026). "AEO Score for COSS ry." Retrieved from https://engagemii.com/aeo/brands/coss-fi
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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