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AI Visibility Scorecard
LF EDGE: Building an Open Source Framework for the Edge.
lfedge.org · Technology
Somewhat visible. AI bots can read LF EDGE: Building an Open Source Framework for the Edge., but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 4 times
Meta AI · Claude
#87,870 of 2,637,009 in Technology for AI visibility
6.5
/10
AEO Score
About LF EDGE: Building an Open Source Framework for the Edge.
from our crawl and measurement
LF EDGE: Building an Open Source Framework for the Edge. is a business whose own site puts it this way: "Share your innovations in Edge AI, edge infrastructure, and open source edge computing." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 6.5 out of 10, readable in places and missing in others.
Our crawl found an llms.txt file for AI models, a sitemap and a readable heading structure. It is missing structured data describing the business.
AI crawlers have visited 3 times in our tracking, including ClaudeBot (Anthropic) and Meta AI.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
7
Clear headings and answer-style content.
Entity Clarity
5
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
4
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
4
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
4
Forum and community discussion.
Social Mentions
0
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 6.5/10, LF EDGE: Building an Open Source Framework for the Edge. has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for LF EDGE: Building an Open Source Framework for the Edge.
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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 2, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/lfedge-org
Cite this score: Engagemii (2026). "AEO Score for LF EDGE: Building an Open Source Framework for the Edge.." Retrieved from https://engagemii.com/aeo/brands/lfedge-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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