AI Visibility Scorecard
frogfuel.com · Health & Wellness
Borderline visible. AI engines can read Frog Fuel Collagen Protein, but News Mentions, Community and Reddit are weak, so it is at real risk of being skipped when buyers ask ChatGPT, Claude or Perplexity for a recommendation.
AI engines read this profile 10 times
Claude · ChatGPT · Meta AI · Apple Intelligence
Top 5% in Health & Wellness for AI visibility
74
AI Naming Predictability
iNamed occasionally · 74/100
Health & Wellness average 12
Top 1% of Health & Wellness
See what's behind this score →4.28
-
Network Authority
iNot connected yet
0 relationships on record. Businesses in Health & Wellness average 2. Claim your page and Engagemii is your first.
See what's behind this score →50
Muse Index Score
iAI agent readiness
Transactable · 50/100
Health & Wellness average 19
See what's behind this score →0
from our crawl and measurement
Frog Fuel Collagen Protein is a Fort Worth, TX business whose own site puts it this way: "Frog Fuel Liquid Collagen Protein Shots are the FASTEST absorbed, most bioavailable liquid protein supplement you can buy." To AI engines like ChatGPT and Perplexity it is partially visible, scoring 4.28 out of 10, readable in places and missing in others.
Our crawl found structured data on the page (Organization, WebSite), an llms.txt file for AI models and a sitemap.
AI crawlers have read this profile 10 times in our tracking, including ClaudeBot (Anthropic), GPTBot (ChatGPT) and Meta AI.
Strong · Good · Fair · Weak
Structured Data
Fair
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
Good
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.
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
-
Not yet measured.
News & Press
Weak
No press coverage found yet.
Community
Weak
No community discussion yet.
Social Mentions
Weak
No social discussion found yet.
Your AEO score measures whether AI search engines (ChatGPT, Claude, Perplexity, Gemini) can read your site and name it in answers. At 4.28/10, Frog Fuel Collagen Protein is borderline: readable but under-signaled. That is fixable, and the signals above are where to start.
When TO USE FROG FUEL?
Make recovery a regular part of your routine to fuel long-term strength and peak performance.
When a buyer asks ChatGPT which company to use, two different things can happen. ChatGPT can name a company in its answer. Or it can link to a web page as a source. Most advice about AI visibility is about the second one. Our data says the first one is what matters.
Continue reading in your free Engagemii portalSign up free to read the full article and get your AEO fix list for Frog Fuel Collagen Protein.
Frog Fuel Collagen Protein lists 17 products, 16 in stock, priced 0.00 to 205.20.
Machine-readable copy: the product feed (JSON).
Scored by Engagemii on November 9, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/frogfuel
Cite this score: Engagemii (2026). "AEO Score for Frog Fuel Collagen Protein." Retrieved from https://engagemii.com/aeo/brands/frogfuel
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