AI Visibility Scorecard
Flower: Advance Collaborative SuperintelligenceGitHubLinkedInXSlackYouTubeFlower Wordmark
flower.dev · Education
Somewhat visible. AI bots can read Flower: Advance Collaborative SuperintelligenceGitHubLinkedInXSlackYouTubeFlower Wordmark, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 10 times
Meta AI · Claude · Apple Intelligence
#41,186 of 936,946 in Education for AI visibility
6
AEO Visibility
iVisible · 6.3/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
4
AI Adoption
iBasic · 4/100
About Flower: Advance Collaborative SuperintelligenceGitHubLinkedInXSlackYouTubeFlower Wordmark
from our crawl and measurement
Flower: Advance Collaborative SuperintelligenceGitHubLinkedInXSlackYouTubeFlower Wordmark describes itself simply: "Flower is a full-stack AI neolab with a mission to advance collaborative superintelligence by building open-source frontier models, agents, and infrastructure." Its AI visibility score is 6.3 out of 10: the engines can find it, but they do not have much to hold on to.
Our crawl found a readable heading structure. It is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited 2 times in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
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
Fair
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
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
Strong
Inbound links from other sites.
Domain Authority
Fair
Established authority for your domain.
Reference Presence
Weak
Not in AI knowledge graphs yet.
News & Press
Weak
No press coverage found yet.
Community
Good
Forum and community discussion.
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 6.3/10, Flower: Advance Collaborative SuperintelligenceGitHubLinkedInXSlackYouTubeFlower Wordmark has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Flower: Advance Collaborative SuperintelligenceGitHubLinkedInXSlackYouTubeFlower Wordmark
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The AEO Checklist Every Small Business Owner Needs Right Now
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 7, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/flower-dev
Cite this score: Engagemii (2026). "AEO Score for Flower: Advance Collaborative SuperintelligenceGitHubLinkedInXSlackYouTubeFlower Wordmark." Retrieved from https://engagemii.com/aeo/brands/flower-dev
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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