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AI Visibility Scorecard
Grumpy Goose Labs
grumpygoose.io · Technology
At 3/10, Grumpy Goose Labs is close to invisible in AI search today. Most assistants will not cite it when asked about your category - fixable, and the signals below show exactly where to start.
Monitoring for AI engine activity
In the Engagemii AEO index
#2,491,429 of 2,832,391 in Technology for AI visibility
3
/10
AEO Score
About Grumpy Goose Labs
from our crawl and measurement
"Grumpy Goose Labs, cybersecurity research and threat intelligence." That is how Grumpy Goose Labs introduces itself. To AI engines like ChatGPT and Perplexity, though, it is barely visible: it scores 3.0 out of 10.
The page falls short on a clearly stated business identity, sitemaps and entity links AI can follow, structured data describing the business, a heading structure that lays out what it offers, credibility markers like credentials or reviews and the technical files AI engines look for, such as llms.txt or an open robots.txt.
Off the page there is only faint evidence that the domain is only lightly established and there is little discussion of it. Beyond that, almost no other sites link to it, AI engines do not yet recognise it as a distinct business, there is no press coverage to draw on and it does not come up on Reddit. Those are earned elsewhere on the web, not fixed on the site itself.
The site links to no social profiles, so there is nothing tying the brand to a wider presence.
The 6 signals AI reads
Higher is better · 0-10
Structured Data
1
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
0
Clear headings and answer-style content.
Entity Clarity
3
How clearly your brand identity reads to AI.
E-E-A-T Signals
Experience, Expertise, Authority, Trust
0
Experience, Expertise, Authority, Trust markers.
Technical AEO
2
robots.txt, llms.txt, and AI-bot crawl access.
AI Discoverability
3
Sitemaps and entity links AI can follow.
Off-page authority
How the web signals your brand to AI
Backlinks
0
No inbound links found yet.
Domain Trust
2
Established authority for your domain.
Entity Presence
0
Not in AI knowledge graphs yet.
News Mentions
0
No press coverage found yet.
Community
1
Forum and community discussion.
0
No Reddit mentions 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 3/10, Grumpy Goose Labs is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Grumpy Goose Labs
Which AI engines already crawl you
Weekly ChatGPT & Claude citation tracking
Tech Shoppers Do More Research Than Anyone. Are You There When They're Looking?
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Source & Attribution
Scored by Engagemii on August 1, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/grumpygoose-io
Cite this score: Engagemii (2026). "AEO Score for Grumpy Goose Labs." Retrieved from https://engagemii.com/aeo/brands/grumpygoose-io
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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