AI Visibility Scorecard
Starfish
heystarfish.com · Food & Beverage
Borderline visible. AI bots can crawl Starfish, 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.
Monitoring for AI engine activity
In the Engagemii AEO index
#448,554 of 1,394,028 in Food & Beverage for AI visibility
5
AEO Visibility
iBorderline · 4.8/10
25
Muse Index Score
iAI agent readiness
Basic · 25/100
0
AI Adoption
iNone detected · 0/100
About Starfish
from our crawl and measurement
Starfish Clarity for small, fast-moving teams is a business whose own site puts it this way: "The operational brain for early-stage companies and small businesses." To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 4.8 out of 10.
Our crawl found structured data on the page (Organization, WebSite) and an llms.txt file for AI models. It is missing a sitemap and a heading structure that lays out what it offers.
The 6 signals AI reads
Strong · Good · Fair · Weak
Structured Data
Good
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
Weak
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 4.8/10, Starfish is crawlable but under-signaled - fixable, and the signals above are where to start.
Frequently Asked Questions
Why Starfish?
After three decades in startups and five years running an accelerator, we kept seeing the same thing in every kind of small business: the core knowledge of how it runs lives nowhere you can find it. Starfish is our answer.
Is this your brand?
The exact fixes for Starfish
Which AI engines already crawl you
Free AI bot monitoring: see every AI crawler that visits you
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 Starfish.
Source & Attribution
Scored by Engagemii on October 4, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/heystarfish
Cite this score: Engagemii (2026). "AEO Score for Starfish." Retrieved from https://engagemii.com/aeo/brands/heystarfish
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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