#318,635 OF 824,847 IN NONPROFITS
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AI Visibility Scorecard
FrogWorld
frogworld.net · Nonprofits
Borderline visible. AI bots can crawl FrogWorld, 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 1 times
ChatGPT
#318,635 of 824,847 in Nonprofits for AI visibility
5
AEO Visibility
iBorderline · 5/10
55
Muse Index Score
iAI agent readiness
Agent-ready · 55/100
0
AI Adoption
iNone detected · 0/100
About FrogWorld
from our crawl and measurement
Frog Species Encyclopedia & Field Journal, based in Portland, OR, describes itself simply: "FrogWorld is a peer-reviewed field journal covering 180+ frog and toad species, with 42,000+ community sightings, range maps, call spectrograms, and weekly spe…." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 5.0 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (WebSite, Organization, LocalBusiness), an llms.txt file for AI models and a sitemap.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Strong
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
Strong
Clear headings and answer-style content.
Entity Clarity
Strong
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
Strong
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 5/10, FrogWorld is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for FrogWorld
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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 26, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/frogworld-net
Cite this score: Engagemii (2026). "AEO Score for FrogWorld." Retrieved from https://engagemii.com/aeo/brands/frogworld-net
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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