AI Visibility Scorecard
opensourceaicollective.com · Home & Living
Borderline visible. AI bots can crawl Open, 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 3 times
Claude
#260,104 of 1,378,744 in Home & Living for AI visibility
6
AI Naming Predictability
iRarely named · 6/100
Home & Living average 5
Top 42% of Home & Living
See what's behind this score →3.5
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Home & Living average 2. Claim your page and Engagemii is your first.
See what's behind this score →0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
Home & Living average 21
See what's behind this score →2
from our crawl and measurement
Open is a business whose own site puts it this way: "Welcome to Seattle's home for open-source AI builders, thinkers, and curious humans. Join us on Meetup." When AI engines look at it, they find little to work with. It scores 3.5 out of 10.
The gap is on the page itself: the site is missing structured data describing the business, an llms.txt file, a sitemap, which are the first things an answer engine looks for.
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Weak
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Fair
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
Good
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 read your site and name it in answers. At 3.5/10, Open is crawlable but under-signaled - fixable, and the signals above are where to start.
What to Expect at Our Meetups?
1Technical Deep DivesEngineers and researchers share their latest projects, from model architectures to training techniques and deployment strategies.2Collaborative WorkshopsHands-on sessions where we build together, experiment with new tools, and tackle real-world AI challenges as a group.3Ethics & Design SessionsThoughtful discussions about responsible AI development, user experience design, and the societal.
Why Seattle?
Seattle has always been at the forefront of technology innovation. From cloud computing to e-commerce, this city builds the future. Now, we're channeling that same pioneering spirit into open-source AI.Our location offers unique advantages: proximity to world-class research institutions, a thriving startup ecosystem, established tech giants, and a culture that values both innovation and social responsibility.
Is this your brand?
The exact fixes for Open
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When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
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Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/opensourceaicollective
Cite this score: Engagemii (2026). "AEO Score for Open." Retrieved from https://engagemii.com/aeo/brands/opensourceaicollective
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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