▼ 1.7 since Jul 2026
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AI Visibility Scorecard
Grumpy Grouse Press
grumpygrouse.com · Other
At 2.3/10, Grumpy Grouse Press 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.
AI engines read this profile 2 times
Claude
2
AEO Visibility
iNear-invisible · 2.3/10
30
Muse Index Score
iAI agent readiness
Basic · 30/100
0
AI Adoption
iNone detected · 0/100
About Grumpy Grouse Press
from our crawl and measurement
Grumpy Grouse Press is a business whose own site puts it this way: "Grumpy Grouse Press is a small independent book publisher based in Glasgow, Scotland. We publish contemporary romance novels set in the Scottish Highlands." As far as answer engines are concerned it may as well not exist yet: 2.0 out of 10.
Our crawl found structured data on the page (Organization, WebSite, CollectionPage), a sitemap and a readable heading structure. It is missing an llms.txt file.
AI crawlers have visited once in our tracking, including ClaudeBot (Anthropic).
The 6 signals AI reads
Higher is better · 0-10
Structured Data
6
Organization / LocalBusiness JSON-LD that AI can read.
Content Structure
3
Clear headings and answer-style content.
Entity Clarity
4
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
3
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
1
Inbound links from other sites.
Domain Authority
0
Little domain authority yet.
Reference Presence
0
Not in AI knowledge graphs yet.
News & Press
0
No press coverage found yet.
Community
0
No community discussion yet.
Social Mentions
0
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 2.3/10, Grumpy Grouse Press is crawlable but under-signaled - fixable, and the signals above are where to start.
Is this your brand?
The exact fixes for Grumpy Grouse Press
Which AI engines already crawl you
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Why your brand doesn't show up in ChatGPT answers (and how to fix it)
ChatGPT doesn't crawl the web like Google does. When someone asks Claude about the best project management tools, the model isn't searching your website in real-time. It's pulling from training data that stopped months or years ago.
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Source & Attribution
Scored by Engagemii on August 8, 2026. Methodology: engagemii.com/aeo/methodology
Source URL: https://engagemii.com/aeo/brands/grumpygrouse
Cite this score: Engagemii (2026). "AEO Score for Grumpy Grouse Press." Retrieved from https://engagemii.com/aeo/brands/grumpygrouse
Licensed under CC BY 4.0. You may reuse this data with attribution: a visible link to engagemii.com.
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