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AI Visibility Scorecard
lightseek.org · Nonprofits
Borderline visible. AI bots can crawl LightSeek Foundation, 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 2 times
Claude · Meta AI
#316,189 of 764,039 in Nonprofits for AI visibility
5
/10
AEO Score
from our crawl and measurement
LightSeek Foundation is a business whose own site puts it this way: "LightSeek Foundation is a nonprofit organization advancing open research and open-source innovation for next-generation AI systems." Its AI visibility score is 5.0 out of 10: the engines can find it, but they do not have much to hold on to.
On its own pages the site does well on a clear heading structure and crawler access and the files AI engines look for. It is passable on partial sitemap and link coverage. What holds it back is structured data describing the business, a clearly stated business identity and credibility markers like credentials or reviews.
Off the page there is only faint evidence that only a handful of sites link to it, the domain is only lightly established, press coverage is thin and there is little discussion of it. Beyond that, AI engines do not yet recognise it as a distinct business and it does not come up on Reddit.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
Higher is better · 0-10
Structured Data
3
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
8
Clear headings and answer-style content.
Entity Clarity
4
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
1
Experience, Expertise, Authority, Trust markers.
Technical AEO
7
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
5
Sitemaps and entity links AI can follow.
How the web signals your brand to AI
Backlinks
1
Inbound links from other sites.
Domain Authority
3
Established authority for your domain.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
1
Press and news coverage.
Community
2
Forum and community discussion.
Social Mentions
0
No social discussion found yet.
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 5/10, LightSeek Foundation is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for LightSeek Foundation
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
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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Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/lightseek-org
Cite this score: Engagemii (2026). "AEO Score for LightSeek Foundation." Retrieved from https://engagemii.com/aeo/brands/lightseek-org
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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