#1,424,670 OF 2,702,905 IN TECHNOLOGY
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AI Visibility Scorecard
The Commercial Open Source Report
cossreport.com · Technology
Borderline visible. AI bots can crawl The Commercial Open Source Report, 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
#1,424,670 of 2,702,905 in Technology for AI visibility
4
AEO Visibility
iBorderline · 4.4/10
30
Muse Index Score
iAI agent readiness
Basic · 30/100
0
AI Adoption
iNone detected · 0/100
About The Commercial Open Source Report
from cossreport.com
The Commercial Open Source Report 2025 - 25 years of data on VC-backed open source startups. Key insights on COSS investments, valuations, and market performance by Serena Capital and Linux Foundation
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
Clear headings and answer-style content.
Entity Clarity
Fair
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
Good
Sitemaps and entity links AI can follow.
Off-page authority
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.
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 4.4/10, The Commercial Open Source Report is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for The Commercial Open Source Report
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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/cossreport
Cite this score: Engagemii (2026). "AEO Score for The Commercial Open Source Report." Retrieved from https://engagemii.com/aeo/brands/cossreport
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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