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 8 times
Claude · Meta AI
#100,105 of 2,705,505 in Technology for AI visibility
66
5
AEO Visibility
iBorderline · 5.4/10
10
Muse Index Score
iAI agent readiness
Basic · 10/100
8
AI Adoption
iBasic · 8/100
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 5.4 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
Strong · Good · Fair · Weak
Structured Data
Weak
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Good
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
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
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
Fair
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 5.4/10, 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.
Frequently Asked Questions
What is LF Edge?
LF Edge is an umbrella organization that establishes an open, interoperable framework for edge computing independent of hardware, silicon, cloud, or operating system. By bringing together industry leaders, LF Edge creates a common framework for hardware and software standards and best practices critical to sustaining current and future generations of IoT and edge devices.
Is this your brand?
The exact fixes for LF EDGE: Building an Open Source Framework for the Edge.
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How to Get Your Brand Cited by ChatGPT, Gemini, and Claude: The Complete AEO Guide
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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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