AI Visibility Scorecard
APIs : Sunlight Foundation
sunlightlabs.com · Nonprofits
Somewhat visible. AI bots can read APIs : Sunlight Foundation, but it is missing the structured signals that push citation rate above competitors.
AI engines read this profile 9 times
Meta AI · ChatGPT · Apple Intelligence · Claude
#2,639 of 827,153 in Nonprofits for AI visibility
72
AI Naming Predictability
iAI names companies like this often · 72/100
More likely to be named than 99% of Nonprofits companies
6
AEO Visibility
iBorderline · 5.5/10
0
Muse Index Score
iAI agent readiness
Not agent-ready · 0/100
0
AI Adoption
iNone detected · 0/100
About APIs : Sunlight Foundation
from our crawl and measurement
"Sunlight is said to be the best of disinfectants…." That is how APIs: Sunlight Foundation of NW Washington, DC introduces itself. To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.5 out of 10, readable in places and missing in others.
The site is missing structured data describing the business, an llms.txt file and a sitemap.
AI crawlers have visited 2 times in our tracking, including GPTBot (ChatGPT).
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
Good
Experience, Expertise, Authority, Trust markers.
Technical AEO
Fair
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
Strong
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 5.5/10, APIs : Sunlight Foundation has a working base to build on - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for APIs : Sunlight Foundation
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
Already have an account? Sign in
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.
Continue reading in your free Engagemii portalFree signup unlocks the full article plus your personalized AEO fix list for APIs : Sunlight Foundation.
Source & Attribution
Scored by Engagemii on July 31, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/sunlightlabs
Cite this score: Engagemii (2026). "AEO Score for APIs : Sunlight Foundation." Retrieved from https://engagemii.com/aeo/brands/sunlightlabs
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
Powered by Engagemii - The Answer Engine Optimization (AEO) Platform