#558,704 OF 1,964,804 IN MEDIA & ENTERTAINMENT
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AI Visibility Scorecard
Project Flock
flocklight.com · Media & Entertainment
Somewhat visible. AI bots can read Project Flock, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 1 times
Claude
#558,704 of 1,964,804 in Media & Entertainment for AI visibility
5
AEO Visibility
iBorderline · 5.1/10
45
Muse Index Score
iAI agent readiness
Agent-ready · 45/100
0
AI Adoption
iNone detected · 0/100
About Project Flock
from our crawl and measurement
Project Flock describes itself simply: "Discover the revolutionary FLOCK LIGHT, the first tail light that illuminates your legs while cycling, ensuring maximum visibility." When AI engines look at it, they find little to work with. It scores 4.7 out of 10.
Our crawl found structured data on the page (BreadcrumbList, WebSite, Organization), an llms.txt file for AI models and a sitemap.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
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
Strong
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 5.1/10, Project Flock has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Project Flock
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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 September 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/flocklight
Cite this score: Engagemii (2026). "AEO Score for Project Flock." Retrieved from https://engagemii.com/aeo/brands/flocklight
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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