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AI Visibility Scorecard
Open Source Watch
opensourcewatch.beehiiv.com · Technology
Well-positioned for AI search. The breakdown below shows where Open Source Watch is still leaving points on the table.
AI engines read this profile 8 times
Claude · ChatGPT · Meta AI · Apple Intelligence
#7,292 of 2,661,989 in Technology for AI visibility
8
AEO Visibility
iVisible · 7.8/10
0
Muse Index Score
iAI agent readiness
Basic · 0/100
8
AI Adoption
iBasic · 8/100
About Open Source Watch
from our crawl and measurement
"Steven Vaughan-NicholsMay 6, 2026•3 min readNew Airbyte Agents: Cleaning up messy data for AI AgentsAccording to Airbyte, AI agents are failing in the real world because of sloppy data." That is how Open Source Watch introduces itself. Measured against the twelve signals AI engines rely on, it scores 7.8 out of 10, a strong showing.
Our crawl found structured data on the page (WebPage), an llms.txt file for AI models and a sitemap. It is missing a heading structure that lays out what it offers.
AI crawlers have visited 5 times in our tracking, including ClaudeBot (Anthropic), GPTBot (ChatGPT) and Meta AI.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
5
Clear headings and answer-style content.
Entity Clarity
2
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
9
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
6
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 Authority
6
Established authority for your domain.
Reference Presence
10
Recognized in AI knowledge graphs.
News & Press
8
Press and news coverage.
Community
9
Forum and community discussion.
Social Mentions
9
Social discussion and mentions.
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 7.8/10, Open Source Watch has a working base to build on - fixable, and the signals above are where to start.
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The exact fixes for Open Source Watch
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Your potential customers are asking ChatGPT, Gemini, and Claude questions about your product category. These AI models are giving answers without sending traffic to your website. You're not losing rank. You're losing visibility entirely.
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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/opensourcewatch-beehiiv
Cite this score: Engagemii (2026). "AEO Score for Open Source Watch." Retrieved from https://engagemii.com/aeo/brands/opensourcewatch-beehiiv
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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